Metrics

Metrics for AI-Driven Development under CC BY 4.0 license.

Papers

1. SIB - Specification-Implementation Balance - A non-normative diagnostic framework for observing the balance between specification (intent), implementation (code), and AI inference cost in modern AI-assisted software development. Rather than proposing optimization targets or productivity metrics, the framework is designed to expose structural and economic shifts in the process of intent-to-implementation conversion.
2. SIB Full Metrics - An extended draft framework covering pre-implementation, process, structural, and retrospective defect metrics.
3. SIB Economic Observability - A non-normative economic observability lens for inference, verification, build cost, and structural cost proxies.

Metric Packs

See METRIC_PACKS.md for the plugin-style metric pack model, authority states, run artifact sketches, and interpretation guardrails used when SpecGraph consumes these metrics as read-only diagnostic overlays.

Building

Each paper is in its own directory with a Makefile:

cd SIB
make build   # Compile to PDF
make view    # Compile and open PDF

License

CC BY 4.0 (Creative Commons Attribution 4.0 International)