Labels

• bug

  Something isn't working
• documentation

  Improvements or additions to documentation
• duplicate

  This issue or pull request already exists
• enhancement

  New feature or request
• evidence-tier-peer-reviewed

  Paper rates as Peer-reviewed
• evidence-tier-published-research

  Paper rates as Published research / methodology
• evidence-tier-strongest

  Paper rates as Production code or Industry standard
• foundation

  Phase 2 — foundation/framework PR
• good first issue

  Good for newcomers
• help wanted

  Extra attention is needed
• integration

  Phase 3 — per-tool / per-module integration PR
• invalid

  This doesn't seem right
• layer-1

  Layer 1 — Inverse Confidence Weighting
• layer-2

  Layer 2 — Outlier Detection as Hard Escalation
• layer-3

  Layer 3 — Making Failures Visible
• layer-4

  Layer 4 — Calibration and Conformal Prediction
• layer-5

  Layer 5 — Deterministic Guardrails
• layer-6

  Layer 6 — RAG as Explainability
• layer-7

  Layer 7 — Adversarial Testing
• layer-8

  Layer 8 — Cryptographic Audit Trails
• layer-9

  Layer 9 — Formal Verification
• question

  Further information is requested
• verified-autonomy

  Verified Autonomy alignment work (umbrella label)
• wontfix

  This will not be worked on