core/docs/sessions
Shay f3c9436e66 docs: pedagogy research review + 2 deferred teaching-loop ADRs
Operator-supplied review of 'Beyond Traditional Pedagogy' triggered
a literature confirmation pass and a structural cross-walk against
CORE's teaching loop. Three artifacts:

1. ADR-0129 (DEFERRED) — Spaced reviewed-correction replay.
   Maps onto retrieval-with-spacing literature (most robust finding
   in cognitive psychology). Deterministic re-run of past
   corrections at fixed cadence to verify they still produce
   intended outcomes; failures emit operator-visible events
   (no auto-correction). Deferred pending GSM8K-math Path-A/B
   resolution + observed incident triggering un-deferral criteria.

2. ADR-0130 (DEFERRED) — Pre-articulation calibration logging.
   Maps onto metacognitive prediction-outcome literature. Logs
   CORE's pre-correction prediction; emits gap event on
   correction acceptance. Provides empirical signal for 'is CORE
   actually getting better' across pack-version cohorts. Deferred
   pending same conditions as ADR-0129; the two compose if
   un-deferred.

3. SESSION-2026-05-23 session note. Documents the review process:
   literature confirmation pass (productive failure overstated,
   retrieval transfer weaker than claimed, embodied cognition
   replication crisis), missed frameworks (worked-example effect,
   expertise reversal, CLT, deliberate practice, Bloom's 2-sigma),
   structural cross-walk to CORE architecture (12 mappings), and
   the rationale for ADRs 0129 + 0130 over alternative ports
   (productive failure rejected as inverse of wrong==0; pre-testing
   same; embodied learning N/A).

No code changes. Docs-only PR; lands independently of in-flight
ADR-0126 / 0127 / 0128 substrate chain.
2026-05-23 07:01:55 -07:00
..
SESSION-2026-05-13.md
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