core/docs
Shay 8c2e469be0 docs(adr-0175): calibrated attempt-and-eliminate learning architecture
Proposed ADR + session derivation doc capturing the 2026-05-28 design
discussion that took GSM8K Phase 5b from 'build another matcher' to a
self-calibrating problem solver.

Session doc (docs/sessions/SESSION-2026-05-28-...): the full journey —
problem (per-shape matchers can't compound; 79% need mul, 0% single-step),
dead-ends (brute-force spurious matches; 0021 is the only single-sentence
case and it's idiosyncratic), and the four pivots that converged on the
solution.

ADR-0175 (Proposed): the decision —
- two regimes: serving (wrong=0, unchanged) vs sealed practice
  (attempt-and-eliminate; wrong is the learning signal)
- proof-carrying seal: practice never writes serving; ratification only
- deterministic attempt/refuse gate: reliability(C) / theta_required >= 1
  (NOT RL; regimes collapse the reward side so only reliability is quantified)
- per-class calibration ledger of replayable COUNTS + conservative lower
  bound; human-set theta ceilings raised only on evidence
- checkability ladder (gold > convergent self-verification > consistency-only),
  privilege proportional to reversibility; provenance + gold tether against
  correlated self-delusion
- diagnostic refusal routes skill vs knowledge vs ambiguity; three
  compounding stores (vault/packs/pruning); self-proving acquisition narrows
  human input without bypassing the gate
- five proof-obligation invariants (wrong=0 on serving, no spurious banking,
  determinism, no self-authorization, retractability)

Supersedes the matcher-oriented ADR-0174 5b sub-phases; repoints the
0174 eliminate/reevaluate/contemplate substrate from reading to solving.
Open question: shape of conservative_floor + N_min.
2026-05-28 14:45:17 -07:00
..
adr
architecture
audit fix(phase2): close W-006/W-010/W-013/W-014/W-019 operator decisions (#270) 2026-05-25 11:34:19 -07:00
briefs feat(W-019): learning-arc demo — engine-authored proposal from contemplation (ADR-0152) (#276) 2026-05-25 13:03:10 -07:00
curriculum
decisions docs(adr-0175): calibrated attempt-and-eliminate learning architecture 2026-05-28 14:45:17 -07:00
evals
handoff feat(adr-0174-phase3a): lookback re-evaluation operator + pronoun resolution substrate 2026-05-28 10:49:20 -07:00
handoffs docs(handoff): Brief 11 — Phase 2 reader closure + capability snapshot sequencing (#342) 2026-05-27 05:03:40 -07:00
implementation
plans docs(plan): add CORE general advancement path (#314) 2026-05-26 18:32:08 -07:00
research docs(epistemic): align audit terminology with runtime enum 2026-05-28 04:17:19 -07:00
sessions docs(adr-0175): calibrated attempt-and-eliminate learning architecture 2026-05-28 14:45:17 -07:00
workbench feat(W-028): chat surface + trace drawer (#303) 2026-05-26 13:22:11 -07:00
admissibility-exemplars.md feat(ADR-0163.B.2): four new exemplar corpora — discrete_count_statement, multiplicative_aggregation, currency_amount, plus temporal_aggregation v2 widening (#306) 2026-05-26 14:36:59 -07:00
capability_roadmap.md
ethics_packs.md
EVAL_AUDIT_2026-05-20.md
eval_methodology.md
formation_pipeline_plan.md
frontier_baselines.md
gaps.md
hitl-backpressure.md feat(ADR-0161.3): submission-time invariants — duplicate + dependent_on_pending auto-reject (#313) 2026-05-26 16:46:25 -07:00
holdout_recipients.txt
identity_packs.md
master-plan-post-substrate-audit.md docs(session): 2026-05-26 corridor closure — first GSM8K lift + workbench operational (#305) 2026-05-26 13:49:08 -07:00
pack_inventory_2026-05-21.md
position_paper.md Update position_paper.md 2026-05-27 18:27:18 -07:00
PROGRESS.md docs(session): 2026-05-26 corridor closure — first GSM8K lift + workbench operational (#305) 2026-05-26 13:49:08 -07:00
recognizer-registry.md feat(ADR-0163.D): wire ratified RecognizerSpecs into math_candidate_graph admissibility surface (#302) 2026-05-26 13:11:47 -07:00
refusal-taxonomy.md feat(ADR-0163.A): refusal taxonomy lane — shape categorization of GSM8K admissibility gaps (#297) 2026-05-26 11:27:11 -07:00
reviewers.yaml fix(quarantine): drain all 60 quarantined tests — QUARANTINE=∅ (#267) 2026-05-25 11:22:12 -07:00
runtime_contracts.md
RUST.md
safety_packs.md
teaching_order.md
test-debt-quarantine.md ci: full-pytest gate + QUARANTINE registry (49 known failures, uv) (#263) 2026-05-25 06:21:04 -07:00
truth_seeking_schema.md
Whitepaper.md
Yellowpaper.md