Labels

• bug

  bug

  Something isn't working

• documentation

  documentation

  Improvements or additions to documentation

• duplicate

  duplicate

  This issue or pull request already exists

• enhancement

  enhancement

  New feature or request

• evidence-tier-peer-reviewed

  evidence-tier-peer-reviewed

  Paper rates as Peer-reviewed

• evidence-tier-published-research

  evidence-tier-published-research

  Paper rates as Published research / methodology

• evidence-tier-strongest

  evidence-tier-strongest

  Paper rates as Production code or Industry standard

• foundation

  foundation

  Phase 2 — foundation/framework PR

• good first issue

  good first issue

  Good for newcomers

• help wanted

  help wanted

  Extra attention is needed

• integration

  integration

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

• invalid

  invalid

  This doesn't seem right

• layer-1

  layer-1

  Layer 1 — Inverse Confidence Weighting

• layer-2

  layer-2

  Layer 2 — Outlier Detection as Hard Escalation

• layer-3

  layer-3

  Layer 3 — Making Failures Visible

• layer-4

  layer-4

  Layer 4 — Calibration and Conformal Prediction

• layer-5

  layer-5

  Layer 5 — Deterministic Guardrails

• layer-6

  layer-6

  Layer 6 — RAG as Explainability

• layer-7

  layer-7

  Layer 7 — Adversarial Testing

• layer-8

  layer-8

  Layer 8 — Cryptographic Audit Trails

• layer-9

  layer-9

  Layer 9 — Formal Verification

• question

  question

  Further information is requested

• verified-autonomy

  verified-autonomy

  Verified Autonomy alignment work (umbrella label)

• wontfix

  wontfix

  This will not be worked on