core/docs/sessions
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
..
SESSION-2026-05-13.md chore: fix package name, add core/__init__.py, ADR-0011, session note 2026-05-13 2026-05-13 10:44:42 -07:00
SESSION-2026-05-15-capability-gates.md feat(evals): Phase 0 — benchmark methodology lock-in and eval framework 2026-05-15 22:36:53 -07:00
SESSION-2026-05-21-articulation-arc.md docs(sessions): extend articulation-arc note for Phase 5 2026-05-21 11:03:01 -07:00
SESSION-2026-05-22-contract-layer-arc.md docs: runtime_contracts + eval_methodology + papers + session log (audit #3) (#122) 2026-05-22 13:28:03 -07:00
SESSION-2026-05-23-pedagogy-research-and-teaching-loop-pivot.md docs: pedagogy research review + 2 deferred teaching-loop ADRs 2026-05-23 07:01:55 -07:00
SESSION-2026-05-26-corridor-closure.md docs(session): 2026-05-26 corridor closure — first GSM8K lift + workbench operational (#305) 2026-05-26 13:49:08 -07:00
SESSION-2026-05-28-risk-reward-learning-architecture.md docs(adr-0175): calibrated attempt-and-eliminate learning architecture 2026-05-28 14:45:17 -07:00