diff --git a/gitgalaxy/core/detector.py b/gitgalaxy/core/detector.py
index c3570b0f..a84d7829 100644
--- a/gitgalaxy/core/detector.py
+++ b/gitgalaxy/core/detector.py
@@ -526,6 +526,15 @@ def get_mode(cls, lang_id: str) -> Optional[str]:
     re.IGNORECASE,
 )
 
+# #1973: matches a Dockerfile heredoc opener (`RUN <<EOF`, `RUN --mount=... <<-EOT`)
+# at the end of a line, capturing the terminator word so
+# _mode_a_args_window_end can recognize the matching closing line and skip
+# the whole heredoc body as part of one instruction's own statement span
+# (never counted as unrelated later content). The terminator capture is
+# bounded to 61 chars and the whole match is applied to one already-sliced
+# physical line (never unbounded input), so this stays a fixed-cost check.
+_DOCKERFILE_HEREDOC_OPENER_RE = re.compile(r"<<-?[ \t]*(?:['\"]?)([A-Za-z_][A-Za-z0-9_]{0,60})(?:['\"]?)[ \t]*$")
+
 
 def _resolve_class_start_match(match: re.Match, groups_count: int) -> tuple[Optional[int], str, list[str]]:
     """Given a `class_start` regex match and its pattern's total capture-group
@@ -2074,6 +2083,92 @@ def _count_assembly_register_args(self, matches: list[str]) -> int:
 
     # galaxyscope:ignore sec_high_risk_execution
 
+    # #1973: per-language line-continuation marker used to extend a Mode A
+    # label's args-search window past its own first physical line, keyed by
+    # primary_lang_id. Deliberately NOT a generic "any trailing symbol"
+    # rule -- cobol's fixed-format continuation is a column-7 indicator on
+    # the CONTINUING line, not a trailing marker on the line before, so
+    # cobol legitimately gets no entry here and stays single-line-only.
+    _MODE_A_ARGS_CONTINUATION_MARKER: ClassVar[dict[str, str]] = {
+        "dockerfile": "\\",
+        "fortran": "&",
+    }
+
+    def _mode_a_args_window_end(self, code: str, start_idx: int, hard_limit_idx: int) -> int:
+        """Bounds a Mode A label's args-search window to its own statement span
+        instead of a blind character count, which a verbose real-world
+        Dockerfile RUN's `--mount=` continuation lines can easily exceed
+        (#1973). Walks forward line by line from `start_idx`, extending the
+        window while the current line ends in this language's own
+        continuation marker (see _MODE_A_ARGS_CONTINUATION_MARKER) or sits
+        inside a still-open Dockerfile heredoc body (`<<EOF ... EOF`) --
+        stopping at the first line that's neither, which is the real end of
+        the label's own signature/statement. A language with no
+        continuation marker (cobol) never extends past its own first line.
+        For fortran specifically, a blank line, a full `!...` comment line,
+        or a C-preprocessor line (`#ifdef`/`#endif`/etc. -- real-world `.F`
+        files like WRF's are cpp-preprocessed) carries no continuation
+        marker of its own but doesn't end an in-progress continuation
+        either; these are treated as transparent and skipped rather than
+        mistaken for the label's real terminator line.
+        Capped at 300 physical lines -- confirmed necessary, not just
+        theoretical caution: real-world WRF Fortran subroutines
+        (module_sf_noahdrv.F's `lsm`) legitimately span 90+ continuation
+        lines for a single formal-parameter list (200+ real dummy
+        arguments) interleaved with exactly these transparent-line shapes,
+        and an earlier, tighter 40-line cap (before the transparent-line
+        handling existed) silently truncated that signature before its
+        closing `)`, dropping a real args count from 247 to 0 -- a
+        regression caught by this fix's own before/after corpus
+        verification, not a hypothetical. This is a cheap line scan (no
+        regex backtracking), so a generous cap costs nothing at the common
+        (short) case and only matters for genuinely pathological input.
+        """
+        marker = self._MODE_A_ARGS_CONTINUATION_MARKER.get(self.primary_lang_id)
+        is_fortran = self.primary_lang_id == "fortran"
+        pos = start_idx
+        heredoc_terminator: Optional[str] = None
+        for _ in range(300):
+            line_end = code.find("\n", pos)
+            if line_end == -1 or line_end >= hard_limit_idx:
+                return hard_limit_idx
+            line = code[pos:line_end].rstrip()
+            if heredoc_terminator is not None:
+                if line.strip() == heredoc_terminator:
+                    heredoc_terminator = None
+                pos = line_end + 1
+                continue
+            if self.primary_lang_id == "dockerfile":
+                heredoc_match = _DOCKERFILE_HEREDOC_OPENER_RE.search(line)
+                if heredoc_match:
+                    heredoc_terminator = heredoc_match.group(1)
+                    pos = line_end + 1
+                    continue
+            if is_fortran:
+                stripped_lead = line.lstrip()
+                # Transparent lines: blank, a full-line `!` comment, or a
+                # cpp directive -- none of these end (or need to extend)
+                # a continuation; skip straight past them.
+                if not stripped_lead or stripped_lead.startswith("!") or stripped_lead.startswith("#"):
+                    pos = line_end + 1
+                    continue
+                # Fortran routinely tags a continued parameter with an
+                # inline `!` comment AFTER the `&` (e.g. WRF's own
+                # `CHS,CHS2,...,qz0,   & !H` grouping-by-category style) --
+                # strip a trailing `!...` comment before checking for the
+                # marker; real Fortran dummy-argument names can't
+                # themselves contain `!`, so this can't misidentify a real
+                # terminator line as a continuation.
+                code_part = line.split("!", 1)[0].rstrip()
+                if code_part.endswith(marker):  # type: ignore[arg-type]
+                    pos = line_end + 1
+                    continue
+            elif marker is not None and line.endswith(marker):
+                pos = line_end + 1
+                continue
+            return min(line_end + 1, hard_limit_idx)
+        return min(pos, hard_limit_idx)
+
     def _slice_by_labels(
         self,
         code: str,
@@ -2189,6 +2284,49 @@ def _slice_by_labels(
                     if asm_matches:
                         args_count_override = self._count_assembly_register_args(asm_matches)
 
+            # #1973: for the 3 Mode A languages that never get a dedicated
+            # args_count_override at all (cobol, fortran, dockerfile), the
+            # generic args-count derivation in _calculate_block_metrics
+            # defaults to searching the WHOLE greedy `block` -- which can span
+            # many unrelated statements past the matched label's own
+            # signature (Mode A's body legitimately runs to the next
+            # func_start match, not to a brace-bounded end). For a language
+            # whose args pattern only ever appears ON the matched
+            # declaration itself (fortran's `SUBROUTINE/FUNCTION name(...)`),
+            # an unbounded whole-block search happens to land on the right
+            # match only because it's textually first -- fragile, not a
+            # guarantee. For a language whose args construct is a genuinely
+            # separate, unrelated statement (dockerfile's `ARG`, cobol's
+            # program-level `PROCEDURE DIVISION USING/RETURNING`), an
+            # unbounded search can walk past the (correctly absent) match on
+            # the label's own line and pick up an unrelated later
+            # occurrence instead, misattributing it as this label's own
+            # parameter count. Bound the search to just the label's own
+            # statement span (via _mode_a_args_window_end -- follows real
+            # line-continuation syntax rather than a blind character count,
+            # since a Dockerfile RUN's own `--mount=` continuation lines
+            # routinely run past any fixed char budget) instead of leaving
+            # Mode A as the one integration mode with no bound at all.
+            #
+            # Deliberately gated to primary_lang_id, NOT "args_count_override
+            # is None" -- abap/agc_assembly/assembly can ALSO legitimately
+            # leave args_count_override as None on a specific match (e.g. an
+            # ABAP interface-implemented method with no DEFINITION-section
+            # entry, see abap_definition_index's own comment above) without
+            # that meaning "fall through to this bound." Confirmed via this
+            # fix's own crucible_check verification: gating on the override
+            # alone silently applied an untuned single-line window (no
+            # continuation marker configured for abap) to real ABAP methods,
+            # dropping their correct args count (e.g.
+            # zcl_abapgit_http_client.clas.abap's `check_http_200`,
+            # `send_receive`: real args 1, regressed to 0). Those 3
+            # languages' own body-idiom scans are intentionally left on the
+            # original unbounded path -- this issue never covered them.
+            args_search_text = None
+            if self.primary_lang_id in ("cobol", "fortran", "dockerfile"):
+                args_window_end = self._mode_a_args_window_end(code, start_idx, start_idx + end_offset)
+                args_search_text = code[start_idx:args_window_end]
+
             sat, mag = self._calculate_block_metrics(
                 name,
                 block,
@@ -2199,6 +2337,7 @@ def _slice_by_labels(
                 start_idx,
                 start_idx + end_offset,
                 spatial_map,
+                args_search_text=args_search_text,
                 args_count_override=args_count_override,
             )
 
diff --git a/tests/golden_master_audit.json b/tests/golden_master_audit.json
index d65fd138..fd8e947f 100644
--- a/tests/golden_master_audit.json
+++ b/tests/golden_master_audit.json
@@ -12,8 +12,8 @@
             },
             "Target Root Name": "data",
             "Absolute Project Path": "/home/joe/nyx_projects/language-crucible/data",
-            "Analysis ISO Timestamp": "2026-08-21T00:37:44.776029+00:00",
-            "Total Scan Duration": "48.16 seconds"
+            "Analysis ISO Timestamp": "2026-08-21T01:36:50.841232+00:00",
+            "Total Scan Duration": "48.13 seconds"
         },
         "Source Control Footprint (Immutable Anchor)": {
             "Active Branch": "HEAD",
@@ -265,7 +265,7 @@
             "cobol": {
                 "files": 34,
                 "loc": 6649,
-                "impact": 4100.65
+                "impact": 4095.75
             },
             "jcl": {
                 "files": 15,
@@ -320,7 +320,7 @@
             "dockerfile": {
                 "files": 5,
                 "loc": 765,
-                "impact": 328.6
+                "impact": 283.4
             },
             "shell": {
                 "files": 8,
@@ -330,7 +330,7 @@
             "fortran": {
                 "files": 6,
                 "loc": 18540,
-                "impact": 41665.9
+                "impact": 41665.5
             },
             "java": {
                 "files": 14,
@@ -1306,7 +1306,7 @@
             },
             "fortran/wrf": {
                 "file_count": 14,
-                "total_mass": 48843.88,
+                "total_mass": 48843.48,
                 "avg_exposures": {
                     "cognitive_load": 70.5,
                     "safety_score": 83.79,
@@ -1876,7 +1876,7 @@
             },
             "cobol/cics-banking-sample-application-cbsa": {
                 "file_count": 4,
-                "total_mass": 2240.24,
+                "total_mass": 2235.34,
                 "avg_exposures": {
                     "cognitive_load": 81.38,
                     "safety_score": 67.16,
@@ -2351,7 +2351,7 @@
             },
             "dockerfile/moby/test_targets": {
                 "file_count": 4,
-                "total_mass": 269.24,
+                "total_mass": 224.04,
                 "avg_exposures": {
                     "cognitive_load": 24.78,
                     "safety_score": 44.35,
@@ -3762,7 +3762,7 @@
                 {
                     "name": "module_initialize_real.F",
                     "path": "fortran/wrf/module_initialize_real.F",
-                    "value": 14976.28
+                    "value": 14975.88
                 },
                 {
                     "name": "revsaveasstandalone.livecodescript",
@@ -5361,7 +5361,7 @@
     ],
     "6. Parsed Files (Scanned Artifacts)": {
         "fortran/wrf": {
-            "Directory Group Magnitude": 48843.88,
+            "Directory Group Magnitude": 48843.48,
             "File Count": 14,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "92.9%",
@@ -8165,7 +8165,7 @@
                         "Total LOC": 9207,
                         "Coding LOC": 6589,
                         "Documentation LOC": 1197,
-                        "Structural Magnitude": 14976.28,
+                        "Structural Magnitude": 14975.88,
                         "Control Flow Ratio": "84.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -8581,10 +8581,10 @@
                         },
                         {
                             "Function Name": "init_domain",
-                            "Structural Impact": 2.8,
+                            "Structural Impact": 2.4,
                             "Lines of Code (LOC)": 27,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 35,
                             "End Line": 61
@@ -321500,7 +321500,7 @@
             }
         },
         "cobol/cics-banking-sample-application-cbsa": {
-            "Directory Group Magnitude": 2240.24,
+            "Directory Group Magnitude": 2235.34,
             "File Count": 4,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -321534,9 +321534,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1045.82,
-                        "Y": -33.57,
-                        "Z": 4968.91
+                        "X": 1045.81,
+                        "Y": -33.58,
+                        "Z": 4968.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -321691,9 +321691,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 548.78,
-                        "Y": -117.0,
-                        "Z": 4988.87
+                        "X": 871.45,
+                        "Y": -136.19,
+                        "Z": 4288.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -321705,7 +321705,7 @@
                         "Total LOC": 1464,
                         "Coding LOC": 1059,
                         "Documentation LOC": 176,
-                        "Structural Magnitude": 709.88,
+                        "Structural Magnitude": 705.88,
                         "Control Flow Ratio": "56.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -321751,10 +321751,10 @@
                         },
                         {
                             "Function Name": "ACCOUNT-OVERDRAFT-COUNT",
-                            "Structural Impact": 7.8,
+                            "Structural Impact": 6.5,
                             "Lines of Code (LOC)": 103,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "12.5%",
                             "Start Line": 266,
                             "End Line": 368
@@ -321779,16 +321779,6 @@
                             "Start Line": 717,
                             "End Line": 765
                         },
-                        {
-                            "Function Name": "TIMESTAMP",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 13,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1440,
-                            "End Line": 1462
-                        },
                         {
                             "Function Name": "RANDOM-SEED",
                             "Structural Impact": 4.8,
@@ -321849,6 +321839,16 @@
                             "Start Line": 249,
                             "End Line": 256
                         },
+                        {
+                            "Function Name": "TIMESTAMP",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1440,
+                            "End Line": 1462
+                        },
                         {
                             "Function Name": "WS-OVERDRAFT-CONVERSION",
                             "Structural Impact": 1.5,
@@ -322207,9 +322207,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 867.31,
-                        "Y": -115.17,
-                        "Z": 4143.4
+                        "X": 544.7,
+                        "Y": -95.96,
+                        "Z": 4843.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -322641,7 +322641,7 @@
                     "2. Topological Coordinates": {
                         "X": 816.12,
                         "Y": -62.33,
-                        "Z": 4813.53
+                        "Z": 4813.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -322653,7 +322653,7 @@
                         "Total LOC": 1925,
                         "Coding LOC": 1217,
                         "Documentation LOC": 342,
-                        "Structural Magnitude": 823.34,
+                        "Structural Magnitude": 822.44,
                         "Control Flow Ratio": "63.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -322759,10 +322759,10 @@
                         },
                         {
                             "Function Name": "LOCAL-STORAGE",
-                            "Structural Impact": 6.9,
+                            "Structural Impact": 6.0,
                             "Lines of Code (LOC)": 162,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 105,
                             "End Line": 266
@@ -406689,959 +406689,106 @@
                 }
             }
         },
-        "dockerfile/moby/test_targets": {
-            "Directory Group Magnitude": 269.24,
-            "File Count": 4,
+        "m4/curl": {
+            "Directory Group Magnitude": 257.74,
+            "File Count": 2,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
+                "Static: Literature & Documentation": "50.0%",
+                "Unclassified": "50.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "24.78%",
-                "Error & Exception Exposure": "44.35%",
-                "Tech Debt Exposure": "37.26%",
-                "Testing Exposure": "21.87%",
-                "API Exposure": "0.6%",
-                "Concurrency Exposure": "4.79%",
-                "State Flux Exposure": "25.6%",
-                "Commented Logic Exposure": "4.19%",
-                "Specification Exposure": "96.67%",
-                "Instability Exposure": "50.0%",
+                "Cognitive Load Exposure": "0.0%",
+                "Error & Exception Exposure": "0.0%",
+                "Tech Debt Exposure": "0.0%",
+                "Testing Exposure": "1.15%",
+                "API Exposure": "5.88%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "0.0%",
+                "Commented Logic Exposure": "2.45%",
+                "Specification Exposure": "50.0%",
+                "Instability Exposure": "25.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "29.05%",
+                "Documentation Exposure": "15.08%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "dockerfile/moby/test_targets/daemon.Dockerfile": {
-                    "1. Artifact Identity": {
-                        "Filename": "daemon.Dockerfile",
-                        "Path": "dockerfile/moby/test_targets/daemon.Dockerfile",
-                        "Language": "Dockerfile",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dockerfile",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6807.82,
-                        "Y": -97.87,
-                        "Z": -215.46
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 624,
-                        "Coding LOC": 477,
-                        "Documentation LOC": 89,
-                        "Structural Magnitude": 224.34,
-                        "Control Flow Ratio": "78.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.813
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "52.77%",
-                        "Error & Exception Exposure": "55.63%",
-                        "Tech Debt Exposure": "49.08%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "19.14%",
-                        "State Flux Exposure": "29.23%",
-                        "Commented Logic Exposure": "6.23%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 163,
-                            "End Line": 182
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 322,
-                            "End Line": 339
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 559,
-                            "End Line": 596
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 214,
-                            "End Line": 226
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 354,
-                            "End Line": 377
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 75,
-                            "End Line": 84
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 256,
-                            "End Line": 272
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 91,
-                            "End Line": 100
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 204,
-                            "End Line": 213
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 183,
-                            "End Line": 190
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 248,
-                            "End Line": 255
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 523,
-                            "End Line": 530
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 113,
-                            "End Line": 118
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 146,
-                            "End Line": 151
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 157,
-                            "End Line": 162
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 191,
-                            "End Line": 197
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 237,
-                            "End Line": 242
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 315,
-                            "End Line": 321
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 119,
-                            "End Line": 123
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 152,
-                            "End Line": 156
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 243,
-                            "End Line": 247
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 273,
-                            "End Line": 276
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 281,
-                            "End Line": 284
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 310,
-                            "End Line": 314
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 380,
-                            "End Line": 384
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 308,
-                            "End Line": 309
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 378,
-                            "End Line": 379
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 227,
-                            "End Line": 236
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 553,
-                            "End Line": 558
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 461,
-                            "End Line": 463
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 68,
-                            "End Line": 68
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 390,
-                            "End Line": 437
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 474,
-                            "End Line": 506
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 507,
-                            "End Line": 522
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 531,
-                            "End Line": 552
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 340,
-                            "End Line": 353
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 124,
-                            "End Line": 137
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 138,
-                            "End Line": 145
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 442,
-                            "End Line": 448
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 85,
-                            "End Line": 90
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 198,
-                            "End Line": 203
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 454,
-                            "End Line": 459
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 70,
-                            "End Line": 74
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 277,
-                            "End Line": 280
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 291,
-                            "End Line": 307
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 101,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 597,
-                            "End Line": 623
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 57,
-                            "End Line": 63
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 285,
-                            "End Line": 290
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 385,
-                            "End Line": 389
-                        },
-                        {
-                            "Function Name": "ENTRYPOINT",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 449,
-                            "End Line": 453
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 69,
-                            "End Line": 69
-                        },
-                        {
-                            "Function Name": "ENTRYPOINT",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 439,
-                            "End Line": 441
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 460,
-                            "End Line": 460
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 465,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 467,
-                            "End Line": 467
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 468,
-                            "End Line": 468
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 471,
-                            "End Line": 471
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 69,
-                        "Sequential Logic Declarations": 19,
-                        "Function Parameters": 60,
-                        "Function/Method Declarations": 58,
-                        "Class/Entity Declarations": 69,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 74,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 18,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 5,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 1,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 7,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 55,
-                        "Module Dependencies (Imports)": 105,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 22,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 7,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 69,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 210,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 54,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 53,
-                        "Design Short Vars": 3,
-                        "Design Long Vars": 2,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 54,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 2,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "--platform",
-                        "all",
-                        "base",
-                        "binary-dummy",
-                        "build",
-                        "build-dummy",
-                        "buildx",
-                        "busybox",
-                        "compose",
-                        "containerd",
-                        "containerd-",
-                        "containerd-build",
-                        "containerutil",
-                        "containerutil-",
-                        "containerutil-build",
-                        "containerutil-windows-",
-                        "crun",
-                        "debian:",
-                        "delve",
-                        "delve-",
-                        "dev-base",
-                        "dev-firewalld-",
-                        "dev-systemd-",
-                        "dev-systemd-false",
-                        "dev-systemd-true",
-                        "distribution/distribution:",
-                        "docker/buildx-bin:",
-                        "docker/compose-bin:",
-                        "docker:dind",
-                        "dockercli",
-                        "dockercli-integration",
-                        "frozen-images",
-                        "golangci_lint",
-                        "gopls",
-                        "gotestsum",
-                        "gowinres",
-                        "moby/vpnkit-bin:",
-                        "registry",
-                        "rootlesskit",
-                        "rootlesskit-",
-                        "rootlesskit-build",
-                        "runc",
-                        "runc-",
-                        "runc-build",
-                        "scratch",
-                        "shfmt",
-                        "tini",
-                        "tini-",
-                        "tini-build",
-                        "tonistiigi/xx:",
-                        "vpnkit",
-                        "vpnkit-",
-                        "vpnkit-linux-",
-                        "xx"
-                    ]
-                },
-                "dockerfile/moby/test_targets/generate-files.Dockerfile": {
+                "m4/curl/COPYING": {
                     "1. Artifact Identity": {
-                        "Filename": "generate-files.Dockerfile",
-                        "Path": "dockerfile/moby/test_targets/generate-files.Dockerfile",
-                        "Language": "Dockerfile",
+                        "Filename": "COPYING",
+                        "Path": "m4/curl/COPYING",
+                        "Language": "Plaintext",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dockerfile",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
+                        "Folder Dominant Lang": "plaintext",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (COPYING)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6541.24,
-                        "Y": -0.21,
-                        "Z": 49.51
+                        "X": 4380.67,
+                        "Y": 211.04,
+                        "Z": -4664.34
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
+                        "Repository Archetype": "Static: Literature & Documentation",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "N/A",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 65,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 19.7,
-                        "Control Flow Ratio": "71.4%",
+                        "Total LOC": 23,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 1.0,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.592
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "34.73%",
-                        "Error & Exception Exposure": "63.92%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "58.94%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "29.52%",
-                        "Hardcoded Payload Artifacts": "0.0%"
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 61,
-                            "End Line": 72
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 9,
-                            "End Line": 13
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14,
-                            "End Line": 24
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 35,
-                            "End Line": 49
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 50,
-                            "End Line": 60
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 6,
-                        "Defensive Programming Constructs": 2,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 4,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 7,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -407654,19 +406801,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 6,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 36,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -407683,587 +406830,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "base",
-                        "generated",
-                        "golang:",
-                        "scratch",
-                        "tools"
-                    ]
-                },
-                "dockerfile/moby/test_targets/syscall.Dockerfile": {
-                    "1. Artifact Identity": {
-                        "Filename": "syscall.Dockerfile",
-                        "Path": "dockerfile/moby/test_targets/syscall.Dockerfile",
-                        "Language": "Dockerfile",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dockerfile",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6833.38,
-                        "Y": -170.93,
-                        "Z": -525.76
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 21,
-                        "Coding LOC": 13,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 12.76,
-                        "Control Flow Ratio": "90.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.077
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.71%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "86.67%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "62.85%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 12,
-                            "End Line": 18
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 20,
-                            "End Line": 20
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 6,
-                            "End Line": 10
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 9,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 1,
-                        "Structural Tab Indentations": 6,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "debian:"
-                    ]
-                },
-                "dockerfile/moby/test_targets/windows.Dockerfile": {
-                    "1. Artifact Identity": {
-                        "Filename": "windows.Dockerfile",
-                        "Path": "dockerfile/moby/test_targets/windows.Dockerfile",
-                        "Language": "Dockerfile",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dockerfile",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 7051.77,
-                        "Y": -79.59,
-                        "Z": 217.39
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 314,
-                        "Coding LOC": 132,
-                        "Documentation LOC": 146,
-                        "Structural Magnitude": 12.44,
-                        "Control Flow Ratio": "80.0%",
-                        "Popularity Rank": 2,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.114
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.61%",
-                        "Error & Exception Exposure": "57.84%",
-                        "Tech Debt Exposure": "99.96%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "2.41%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "14.22%",
-                        "Commented Logic Exposure": "10.53%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 278,
-                            "End Line": 290
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 292,
-                            "End Line": 304
-                        },
-                        {
-                            "Function Name": "ENTRYPOINT",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 307,
-                            "End Line": 313
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 192
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 1,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 2,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 8,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 117,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 14,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "m4/curl": {
-            "Directory Group Magnitude": 257.74,
-            "File Count": 2,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Static: Literature & Documentation": "50.0%",
-                "Unclassified": "50.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "0.0%",
-                "Error & Exception Exposure": "0.0%",
-                "Tech Debt Exposure": "0.0%",
-                "Testing Exposure": "1.15%",
-                "API Exposure": "5.88%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "0.0%",
-                "Commented Logic Exposure": "2.45%",
-                "Specification Exposure": "50.0%",
-                "Instability Exposure": "25.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "15.08%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "m4/curl/COPYING": {
-                    "1. Artifact Identity": {
-                        "Filename": "COPYING",
-                        "Path": "m4/curl/COPYING",
-                        "Language": "Plaintext",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "plaintext",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (COPYING)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 4380.67,
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+                "Documentation Exposure": "29.05%",
+                "Hardcoded Payload Artifacts": "0.0%"
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 385,
+                            "End Line": 389
+                        },
+                        {
+                            "Function Name": "ENTRYPOINT",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 449,
+                            "End Line": 453
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 69,
+                            "End Line": 69
+                        },
+                        {
+                            "Function Name": "ENTRYPOINT",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 439,
+                            "End Line": 441
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 460,
+                            "End Line": 460
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 465,
+                            "End Line": 465
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 467,
+                            "End Line": 467
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 468,
+                            "End Line": 468
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 471,
+                            "End Line": 471
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 69,
+                        "Sequential Logic Declarations": 19,
+                        "Function Parameters": 60,
+                        "Function/Method Declarations": 58,
+                        "Class/Entity Declarations": 69,
+                        "Defensive Programming Constructs": 7,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 74,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 18,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 5,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 1,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 7,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 55,
+                        "Module Dependencies (Imports)": 105,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 22,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 7,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 69,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 210,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 4,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 54,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 53,
+                        "Design Short Vars": 3,
+                        "Design Long Vars": 2,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 2,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 54,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "--platform",
+                        "all",
+                        "base",
+                        "binary-dummy",
+                        "build",
+                        "build-dummy",
+                        "buildx",
+                        "busybox",
+                        "compose",
+                        "containerd",
+                        "containerd-",
+                        "containerd-build",
+                        "containerutil",
+                        "containerutil-",
+                        "containerutil-build",
+                        "containerutil-windows-",
+                        "crun",
+                        "debian:",
+                        "delve",
+                        "delve-",
+                        "dev-base",
+                        "dev-firewalld-",
+                        "dev-systemd-",
+                        "dev-systemd-false",
+                        "dev-systemd-true",
+                        "distribution/distribution:",
+                        "docker/buildx-bin:",
+                        "docker/compose-bin:",
+                        "docker:dind",
+                        "dockercli",
+                        "dockercli-integration",
+                        "frozen-images",
+                        "golangci_lint",
+                        "gopls",
+                        "gotestsum",
+                        "gowinres",
+                        "moby/vpnkit-bin:",
+                        "registry",
+                        "rootlesskit",
+                        "rootlesskit-",
+                        "rootlesskit-build",
+                        "runc",
+                        "runc-",
+                        "runc-build",
+                        "scratch",
+                        "shfmt",
+                        "tini",
+                        "tini-",
+                        "tini-build",
+                        "tonistiigi/xx:",
+                        "vpnkit",
+                        "vpnkit-",
+                        "vpnkit-linux-",
+                        "xx"
+                    ]
+                },
+                "dockerfile/moby/test_targets/generate-files.Dockerfile": {
+                    "1. Artifact Identity": {
+                        "Filename": "generate-files.Dockerfile",
+                        "Path": "dockerfile/moby/test_targets/generate-files.Dockerfile",
+                        "Language": "Dockerfile",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dockerfile",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6541.11,
+                        "Y": -0.84,
+                        "Z": 47.57
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 75,
+                        "Coding LOC": 65,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 18.2,
+                        "Control Flow Ratio": "71.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.592
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "34.73%",
+                        "Error & Exception Exposure": "63.92%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.42%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "58.94%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "29.52%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 61,
+                            "End Line": 72
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 9,
+                            "End Line": 13
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14,
+                            "End Line": 24
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 25,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 35,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 50,
+                            "End Line": 60
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 6,
+                        "Class/Entity Declarations": 6,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 8,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 4,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 7,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 6,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 36,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 7,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "base",
+                        "generated",
+                        "golang:",
+                        "scratch",
+                        "tools"
+                    ]
+                },
+                "dockerfile/moby/test_targets/syscall.Dockerfile": {
+                    "1. Artifact Identity": {
+                        "Filename": "syscall.Dockerfile",
+                        "Path": "dockerfile/moby/test_targets/syscall.Dockerfile",
+                        "Language": "Dockerfile",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Tabs",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dockerfile",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6830.79,
+                        "Y": -170.42,
+                        "Z": -523.32
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 21,
+                        "Coding LOC": 13,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 12.76,
+                        "Control Flow Ratio": "90.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.077
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.71%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "86.67%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "62.85%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 12,
+                            "End Line": 18
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 20,
+                            "End Line": 20
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6,
+                            "End Line": 10
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 9,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 1,
+                        "Structural Tab Indentations": 6,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "debian:"
+                    ]
+                },
+                "dockerfile/moby/test_targets/windows.Dockerfile": {
+                    "1. Artifact Identity": {
+                        "Filename": "windows.Dockerfile",
+                        "Path": "dockerfile/moby/test_targets/windows.Dockerfile",
+                        "Language": "Dockerfile",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dockerfile",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7047.89,
+                        "Y": -79.86,
+                        "Z": 215.61
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 314,
+                        "Coding LOC": 132,
+                        "Documentation LOC": 146,
+                        "Structural Magnitude": 12.44,
+                        "Control Flow Ratio": "80.0%",
+                        "Popularity Rank": 2,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.114
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "6.61%",
+                        "Error & Exception Exposure": "57.84%",
+                        "Tech Debt Exposure": "99.96%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "2.41%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "14.22%",
+                        "Commented Logic Exposure": "10.53%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 278,
+                            "End Line": 290
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 292,
+                            "End Line": 304
+                        },
+                        {
+                            "Function Name": "ENTRYPOINT",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 307,
+                            "End Line": 313
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 189,
+                            "End Line": 192
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 1,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 2,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 8,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 117,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 14,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 14,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                }
+            }
+        },
         "kotlin/okhttp": {
             "Directory Group Magnitude": 210.04,
             "File Count": 6,
@@ -434145,7 +434145,7 @@
                     "2. Topological Coordinates": {
                         "X": 545.94,
                         "Y": 101.03,
-                        "Z": 5301.53
+                        "Z": 5301.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -434313,7 +434313,7 @@
                     "2. Topological Coordinates": {
                         "X": 327.47,
                         "Y": 189.24,
-                        "Z": 5391.41
+                        "Z": 5391.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
diff --git a/tests/golden_master_zero_dep_audit.json b/tests/golden_master_zero_dep_audit.json
index 8a17bdba..9bb52b98 100644
--- a/tests/golden_master_zero_dep_audit.json
+++ b/tests/golden_master_zero_dep_audit.json
@@ -12,8 +12,8 @@
             },
             "Target Root Name": "data",
             "Absolute Project Path": "/home/joe/nyx_projects/language-crucible/data",
-            "Analysis ISO Timestamp": "2026-08-21T00:38:43.045685+00:00",
-            "Total Scan Duration": "46.62 seconds"
+            "Analysis ISO Timestamp": "2026-08-21T01:37:49.483765+00:00",
+            "Total Scan Duration": "47.65 seconds"
         },
         "Source Control Footprint (Immutable Anchor)": {
             "Active Branch": "HEAD",
@@ -265,7 +265,7 @@
             "cobol": {
                 "files": 34,
                 "loc": 6649,
-                "impact": 4100.65
+                "impact": 4095.75
             },
             "jcl": {
                 "files": 15,
@@ -320,7 +320,7 @@
             "dockerfile": {
                 "files": 5,
                 "loc": 765,
-                "impact": 328.6
+                "impact": 283.4
             },
             "shell": {
                 "files": 8,
@@ -330,7 +330,7 @@
             "fortran": {
                 "files": 6,
                 "loc": 18540,
-                "impact": 41665.9
+                "impact": 41665.5
             },
             "java": {
                 "files": 14,
@@ -1306,7 +1306,7 @@
             },
             "fortran/wrf": {
                 "file_count": 14,
-                "total_mass": 48843.88,
+                "total_mass": 48843.48,
                 "avg_exposures": {
                     "cognitive_load": 70.5,
                     "safety_score": 83.79,
@@ -1876,7 +1876,7 @@
             },
             "cobol/cics-banking-sample-application-cbsa": {
                 "file_count": 4,
-                "total_mass": 2240.24,
+                "total_mass": 2235.34,
                 "avg_exposures": {
                     "cognitive_load": 81.38,
                     "safety_score": 67.16,
@@ -2351,7 +2351,7 @@
             },
             "dockerfile/moby/test_targets": {
                 "file_count": 4,
-                "total_mass": 269.24,
+                "total_mass": 224.04,
                 "avg_exposures": {
                     "cognitive_load": 24.78,
                     "safety_score": 44.35,
@@ -3762,7 +3762,7 @@
                 {
                     "name": "module_initialize_real.F",
                     "path": "fortran/wrf/module_initialize_real.F",
-                    "value": 14976.28
+                    "value": 14975.88
                 },
                 {
                     "name": "revsaveasstandalone.livecodescript",
@@ -5361,7 +5361,7 @@
     ],
     "6. Parsed Files (Scanned Artifacts)": {
         "fortran/wrf": {
-            "Directory Group Magnitude": 48843.88,
+            "Directory Group Magnitude": 48843.48,
             "File Count": 14,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "92.9%",
@@ -8165,7 +8165,7 @@
                         "Total LOC": 9207,
                         "Coding LOC": 6589,
                         "Documentation LOC": 1197,
-                        "Structural Magnitude": 14976.28,
+                        "Structural Magnitude": 14975.88,
                         "Control Flow Ratio": "84.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -8581,10 +8581,10 @@
                         },
                         {
                             "Function Name": "init_domain",
-                            "Structural Impact": 2.8,
+                            "Structural Impact": 2.4,
                             "Lines of Code (LOC)": 27,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 35,
                             "End Line": 61
@@ -321500,7 +321500,7 @@
             }
         },
         "cobol/cics-banking-sample-application-cbsa": {
-            "Directory Group Magnitude": 2240.24,
+            "Directory Group Magnitude": 2235.34,
             "File Count": 4,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -321534,9 +321534,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1045.82,
-                        "Y": -33.57,
-                        "Z": 4968.91
+                        "X": 1045.81,
+                        "Y": -33.58,
+                        "Z": 4968.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -321691,9 +321691,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 548.78,
-                        "Y": -117.0,
-                        "Z": 4988.87
+                        "X": 871.45,
+                        "Y": -136.19,
+                        "Z": 4288.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -321705,7 +321705,7 @@
                         "Total LOC": 1464,
                         "Coding LOC": 1059,
                         "Documentation LOC": 176,
-                        "Structural Magnitude": 709.88,
+                        "Structural Magnitude": 705.88,
                         "Control Flow Ratio": "56.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -321751,10 +321751,10 @@
                         },
                         {
                             "Function Name": "ACCOUNT-OVERDRAFT-COUNT",
-                            "Structural Impact": 7.8,
+                            "Structural Impact": 6.5,
                             "Lines of Code (LOC)": 103,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "12.5%",
                             "Start Line": 266,
                             "End Line": 368
@@ -321779,16 +321779,6 @@
                             "Start Line": 717,
                             "End Line": 765
                         },
-                        {
-                            "Function Name": "TIMESTAMP",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 13,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1440,
-                            "End Line": 1462
-                        },
                         {
                             "Function Name": "RANDOM-SEED",
                             "Structural Impact": 4.8,
@@ -321849,6 +321839,16 @@
                             "Start Line": 249,
                             "End Line": 256
                         },
+                        {
+                            "Function Name": "TIMESTAMP",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1440,
+                            "End Line": 1462
+                        },
                         {
                             "Function Name": "WS-OVERDRAFT-CONVERSION",
                             "Structural Impact": 1.5,
@@ -322207,9 +322207,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 867.31,
-                        "Y": -115.17,
-                        "Z": 4143.4
+                        "X": 544.7,
+                        "Y": -95.96,
+                        "Z": 4843.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -322641,7 +322641,7 @@
                     "2. Topological Coordinates": {
                         "X": 816.12,
                         "Y": -62.33,
-                        "Z": 4813.53
+                        "Z": 4813.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -322653,7 +322653,7 @@
                         "Total LOC": 1925,
                         "Coding LOC": 1217,
                         "Documentation LOC": 342,
-                        "Structural Magnitude": 823.34,
+                        "Structural Magnitude": 822.44,
                         "Control Flow Ratio": "63.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -322759,10 +322759,10 @@
                         },
                         {
                             "Function Name": "LOCAL-STORAGE",
-                            "Structural Impact": 6.9,
+                            "Structural Impact": 6.0,
                             "Lines of Code (LOC)": 162,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 105,
                             "End Line": 266
@@ -406689,959 +406689,106 @@
                 }
             }
         },
-        "dockerfile/moby/test_targets": {
-            "Directory Group Magnitude": 269.24,
-            "File Count": 4,
+        "m4/curl": {
+            "Directory Group Magnitude": 257.74,
+            "File Count": 2,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
+                "Static: Literature & Documentation": "50.0%",
+                "Unclassified": "50.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "24.78%",
-                "Error & Exception Exposure": "44.35%",
-                "Tech Debt Exposure": "37.26%",
-                "Testing Exposure": "21.87%",
-                "API Exposure": "0.6%",
-                "Concurrency Exposure": "4.79%",
-                "State Flux Exposure": "25.6%",
-                "Commented Logic Exposure": "4.19%",
-                "Specification Exposure": "96.67%",
-                "Instability Exposure": "50.0%",
+                "Cognitive Load Exposure": "0.0%",
+                "Error & Exception Exposure": "0.0%",
+                "Tech Debt Exposure": "0.0%",
+                "Testing Exposure": "1.15%",
+                "API Exposure": "5.88%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "0.0%",
+                "Commented Logic Exposure": "2.45%",
+                "Specification Exposure": "50.0%",
+                "Instability Exposure": "25.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "29.05%",
+                "Documentation Exposure": "15.08%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "dockerfile/moby/test_targets/daemon.Dockerfile": {
-                    "1. Artifact Identity": {
-                        "Filename": "daemon.Dockerfile",
-                        "Path": "dockerfile/moby/test_targets/daemon.Dockerfile",
-                        "Language": "Dockerfile",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dockerfile",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6807.82,
-                        "Y": -97.87,
-                        "Z": -215.46
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 624,
-                        "Coding LOC": 477,
-                        "Documentation LOC": 89,
-                        "Structural Magnitude": 224.34,
-                        "Control Flow Ratio": "78.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.813
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "52.77%",
-                        "Error & Exception Exposure": "55.63%",
-                        "Tech Debt Exposure": "49.08%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "19.14%",
-                        "State Flux Exposure": "29.23%",
-                        "Commented Logic Exposure": "6.23%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 163,
-                            "End Line": 182
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 322,
-                            "End Line": 339
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 559,
-                            "End Line": 596
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 214,
-                            "End Line": 226
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 354,
-                            "End Line": 377
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 75,
-                            "End Line": 84
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 256,
-                            "End Line": 272
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 91,
-                            "End Line": 100
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 204,
-                            "End Line": 213
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 183,
-                            "End Line": 190
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 248,
-                            "End Line": 255
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 523,
-                            "End Line": 530
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 113,
-                            "End Line": 118
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 146,
-                            "End Line": 151
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 157,
-                            "End Line": 162
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 191,
-                            "End Line": 197
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 237,
-                            "End Line": 242
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 315,
-                            "End Line": 321
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 119,
-                            "End Line": 123
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 152,
-                            "End Line": 156
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 243,
-                            "End Line": 247
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 273,
-                            "End Line": 276
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 281,
-                            "End Line": 284
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 310,
-                            "End Line": 314
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 380,
-                            "End Line": 384
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 308,
-                            "End Line": 309
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 378,
-                            "End Line": 379
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 227,
-                            "End Line": 236
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 553,
-                            "End Line": 558
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 461,
-                            "End Line": 463
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 68,
-                            "End Line": 68
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 390,
-                            "End Line": 437
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 474,
-                            "End Line": 506
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 507,
-                            "End Line": 522
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 531,
-                            "End Line": 552
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 340,
-                            "End Line": 353
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 124,
-                            "End Line": 137
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 138,
-                            "End Line": 145
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 442,
-                            "End Line": 448
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 85,
-                            "End Line": 90
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 198,
-                            "End Line": 203
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 454,
-                            "End Line": 459
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 70,
-                            "End Line": 74
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 277,
-                            "End Line": 280
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 291,
-                            "End Line": 307
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 101,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 597,
-                            "End Line": 623
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 57,
-                            "End Line": 63
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 285,
-                            "End Line": 290
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 385,
-                            "End Line": 389
-                        },
-                        {
-                            "Function Name": "ENTRYPOINT",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 449,
-                            "End Line": 453
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 69,
-                            "End Line": 69
-                        },
-                        {
-                            "Function Name": "ENTRYPOINT",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 439,
-                            "End Line": 441
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 460,
-                            "End Line": 460
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 465,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 467,
-                            "End Line": 467
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 468,
-                            "End Line": 468
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 471,
-                            "End Line": 471
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 69,
-                        "Sequential Logic Declarations": 19,
-                        "Function Parameters": 60,
-                        "Function/Method Declarations": 58,
-                        "Class/Entity Declarations": 69,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 74,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 18,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 5,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 1,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 7,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 55,
-                        "Module Dependencies (Imports)": 105,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 22,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 7,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 69,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 210,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 54,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 53,
-                        "Design Short Vars": 3,
-                        "Design Long Vars": 2,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 54,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 2,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "--platform",
-                        "all",
-                        "base",
-                        "binary-dummy",
-                        "build",
-                        "build-dummy",
-                        "buildx",
-                        "busybox",
-                        "compose",
-                        "containerd",
-                        "containerd-",
-                        "containerd-build",
-                        "containerutil",
-                        "containerutil-",
-                        "containerutil-build",
-                        "containerutil-windows-",
-                        "crun",
-                        "debian:",
-                        "delve",
-                        "delve-",
-                        "dev-base",
-                        "dev-firewalld-",
-                        "dev-systemd-",
-                        "dev-systemd-false",
-                        "dev-systemd-true",
-                        "distribution/distribution:",
-                        "docker/buildx-bin:",
-                        "docker/compose-bin:",
-                        "docker:dind",
-                        "dockercli",
-                        "dockercli-integration",
-                        "frozen-images",
-                        "golangci_lint",
-                        "gopls",
-                        "gotestsum",
-                        "gowinres",
-                        "moby/vpnkit-bin:",
-                        "registry",
-                        "rootlesskit",
-                        "rootlesskit-",
-                        "rootlesskit-build",
-                        "runc",
-                        "runc-",
-                        "runc-build",
-                        "scratch",
-                        "shfmt",
-                        "tini",
-                        "tini-",
-                        "tini-build",
-                        "tonistiigi/xx:",
-                        "vpnkit",
-                        "vpnkit-",
-                        "vpnkit-linux-",
-                        "xx"
-                    ]
-                },
-                "dockerfile/moby/test_targets/generate-files.Dockerfile": {
+                "m4/curl/COPYING": {
                     "1. Artifact Identity": {
-                        "Filename": "generate-files.Dockerfile",
-                        "Path": "dockerfile/moby/test_targets/generate-files.Dockerfile",
-                        "Language": "Dockerfile",
+                        "Filename": "COPYING",
+                        "Path": "m4/curl/COPYING",
+                        "Language": "Plaintext",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dockerfile",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
+                        "Folder Dominant Lang": "plaintext",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (COPYING)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6541.24,
-                        "Y": -0.21,
-                        "Z": 49.51
+                        "X": 4380.67,
+                        "Y": 211.04,
+                        "Z": -4664.34
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
+                        "Repository Archetype": "Static: Literature & Documentation",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "N/A",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 65,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 19.7,
-                        "Control Flow Ratio": "71.4%",
+                        "Total LOC": 23,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 1.0,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.592
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "34.73%",
-                        "Error & Exception Exposure": "63.92%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "58.94%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "29.52%",
-                        "Hardcoded Payload Artifacts": "0.0%"
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 61,
-                            "End Line": 72
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 9,
-                            "End Line": 13
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14,
-                            "End Line": 24
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 35,
-                            "End Line": 49
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 50,
-                            "End Line": 60
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 6,
-                        "Defensive Programming Constructs": 2,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 4,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 7,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -407654,19 +406801,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 6,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 36,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -407683,587 +406830,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "base",
-                        "generated",
-                        "golang:",
-                        "scratch",
-                        "tools"
-                    ]
-                },
-                "dockerfile/moby/test_targets/syscall.Dockerfile": {
-                    "1. Artifact Identity": {
-                        "Filename": "syscall.Dockerfile",
-                        "Path": "dockerfile/moby/test_targets/syscall.Dockerfile",
-                        "Language": "Dockerfile",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dockerfile",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6833.38,
-                        "Y": -170.93,
-                        "Z": -525.76
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 21,
-                        "Coding LOC": 13,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 12.76,
-                        "Control Flow Ratio": "90.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.077
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.71%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "86.67%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "62.85%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 12,
-                            "End Line": 18
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 20,
-                            "End Line": 20
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 6,
-                            "End Line": 10
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 9,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 1,
-                        "Structural Tab Indentations": 6,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "debian:"
-                    ]
-                },
-                "dockerfile/moby/test_targets/windows.Dockerfile": {
-                    "1. Artifact Identity": {
-                        "Filename": "windows.Dockerfile",
-                        "Path": "dockerfile/moby/test_targets/windows.Dockerfile",
-                        "Language": "Dockerfile",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dockerfile",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 7051.77,
-                        "Y": -79.59,
-                        "Z": 217.39
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 314,
-                        "Coding LOC": 132,
-                        "Documentation LOC": 146,
-                        "Structural Magnitude": 12.44,
-                        "Control Flow Ratio": "80.0%",
-                        "Popularity Rank": 2,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.114
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.61%",
-                        "Error & Exception Exposure": "57.84%",
-                        "Tech Debt Exposure": "99.96%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "2.41%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "14.22%",
-                        "Commented Logic Exposure": "10.53%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 278,
-                            "End Line": 290
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 292,
-                            "End Line": 304
-                        },
-                        {
-                            "Function Name": "ENTRYPOINT",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 307,
-                            "End Line": 313
-                        },
-                        {
-                            "Function Name": "RUN",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 192
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 1,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 2,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 8,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 117,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 14,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "m4/curl": {
-            "Directory Group Magnitude": 257.74,
-            "File Count": 2,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Static: Literature & Documentation": "50.0%",
-                "Unclassified": "50.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "0.0%",
-                "Error & Exception Exposure": "0.0%",
-                "Tech Debt Exposure": "0.0%",
-                "Testing Exposure": "1.15%",
-                "API Exposure": "5.88%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "0.0%",
-                "Commented Logic Exposure": "2.45%",
-                "Specification Exposure": "50.0%",
-                "Instability Exposure": "25.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "15.08%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 285,
+                            "End Line": 290
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 385,
+                            "End Line": 389
+                        },
+                        {
+                            "Function Name": "ENTRYPOINT",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 449,
+                            "End Line": 453
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 69,
+                            "End Line": 69
+                        },
+                        {
+                            "Function Name": "ENTRYPOINT",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 439,
+                            "End Line": 441
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 460,
+                            "End Line": 460
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 465,
+                            "End Line": 465
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 467,
+                            "End Line": 467
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 468,
+                            "End Line": 468
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 471,
+                            "End Line": 471
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 69,
+                        "Sequential Logic Declarations": 19,
+                        "Function Parameters": 60,
+                        "Function/Method Declarations": 58,
+                        "Class/Entity Declarations": 69,
+                        "Defensive Programming Constructs": 7,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 74,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 18,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 5,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 1,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 7,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 55,
+                        "Module Dependencies (Imports)": 105,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 22,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 7,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 69,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 210,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 4,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 54,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 53,
+                        "Design Short Vars": 3,
+                        "Design Long Vars": 2,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 2,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 54,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "--platform",
+                        "all",
+                        "base",
+                        "binary-dummy",
+                        "build",
+                        "build-dummy",
+                        "buildx",
+                        "busybox",
+                        "compose",
+                        "containerd",
+                        "containerd-",
+                        "containerd-build",
+                        "containerutil",
+                        "containerutil-",
+                        "containerutil-build",
+                        "containerutil-windows-",
+                        "crun",
+                        "debian:",
+                        "delve",
+                        "delve-",
+                        "dev-base",
+                        "dev-firewalld-",
+                        "dev-systemd-",
+                        "dev-systemd-false",
+                        "dev-systemd-true",
+                        "distribution/distribution:",
+                        "docker/buildx-bin:",
+                        "docker/compose-bin:",
+                        "docker:dind",
+                        "dockercli",
+                        "dockercli-integration",
+                        "frozen-images",
+                        "golangci_lint",
+                        "gopls",
+                        "gotestsum",
+                        "gowinres",
+                        "moby/vpnkit-bin:",
+                        "registry",
+                        "rootlesskit",
+                        "rootlesskit-",
+                        "rootlesskit-build",
+                        "runc",
+                        "runc-",
+                        "runc-build",
+                        "scratch",
+                        "shfmt",
+                        "tini",
+                        "tini-",
+                        "tini-build",
+                        "tonistiigi/xx:",
+                        "vpnkit",
+                        "vpnkit-",
+                        "vpnkit-linux-",
+                        "xx"
+                    ]
+                },
+                "dockerfile/moby/test_targets/generate-files.Dockerfile": {
+                    "1. Artifact Identity": {
+                        "Filename": "generate-files.Dockerfile",
+                        "Path": "dockerfile/moby/test_targets/generate-files.Dockerfile",
+                        "Language": "Dockerfile",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dockerfile",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6541.11,
+                        "Y": -0.84,
+                        "Z": 47.57
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 75,
+                        "Coding LOC": 65,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 18.2,
+                        "Control Flow Ratio": "71.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.592
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "34.73%",
+                        "Error & Exception Exposure": "63.92%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.42%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "58.94%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "29.52%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 61,
+                            "End Line": 72
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 9,
+                            "End Line": 13
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14,
+                            "End Line": 24
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 25,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 35,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 50,
+                            "End Line": 60
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 6,
+                        "Class/Entity Declarations": 6,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 8,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 4,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 7,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 6,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 36,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 7,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "base",
+                        "generated",
+                        "golang:",
+                        "scratch",
+                        "tools"
+                    ]
+                },
+                "dockerfile/moby/test_targets/syscall.Dockerfile": {
+                    "1. Artifact Identity": {
+                        "Filename": "syscall.Dockerfile",
+                        "Path": "dockerfile/moby/test_targets/syscall.Dockerfile",
+                        "Language": "Dockerfile",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Tabs",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dockerfile",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6830.79,
+                        "Y": -170.42,
+                        "Z": -523.32
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 21,
+                        "Coding LOC": 13,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 12.76,
+                        "Control Flow Ratio": "90.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.077
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.71%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "86.67%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "62.85%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 12,
+                            "End Line": 18
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 20,
+                            "End Line": 20
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6,
+                            "End Line": 10
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 9,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 1,
+                        "Structural Tab Indentations": 6,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "debian:"
+                    ]
+                },
+                "dockerfile/moby/test_targets/windows.Dockerfile": {
+                    "1. Artifact Identity": {
+                        "Filename": "windows.Dockerfile",
+                        "Path": "dockerfile/moby/test_targets/windows.Dockerfile",
+                        "Language": "Dockerfile",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dockerfile",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dockerfile)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7047.89,
+                        "Y": -79.86,
+                        "Z": 215.61
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 314,
+                        "Coding LOC": 132,
+                        "Documentation LOC": 146,
+                        "Structural Magnitude": 12.44,
+                        "Control Flow Ratio": "80.0%",
+                        "Popularity Rank": 2,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.114
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "6.61%",
+                        "Error & Exception Exposure": "57.84%",
+                        "Tech Debt Exposure": "99.96%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "2.41%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "14.22%",
+                        "Commented Logic Exposure": "10.53%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 278,
+                            "End Line": 290
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 292,
+                            "End Line": 304
+                        },
+                        {
+                            "Function Name": "ENTRYPOINT",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 307,
+                            "End Line": 313
+                        },
+                        {
+                            "Function Name": "RUN",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 189,
+                            "End Line": 192
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 1,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 2,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 8,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 117,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 14,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 14,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                }
+            }
+        },
         "kotlin/okhttp": {
             "Directory Group Magnitude": 210.04,
             "File Count": 6,
@@ -434145,7 +434145,7 @@
                     "2. Topological Coordinates": {
                         "X": 545.94,
                         "Y": 101.03,
-                        "Z": 5301.53
+                        "Z": 5301.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -434313,7 +434313,7 @@
                     "2. Topological Coordinates": {
                         "X": 327.47,
                         "Y": 189.24,
-                        "Z": 5391.41
+                        "Z": 5391.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",