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Shay c435bdf88c feat(demo): humanise teaching-grounded surface for layperson display 
The conversation demo's Scene 4 was emitting CORE's raw production
teaching-grounded surface, which reads engineer-y for a layperson:

  narrative — teaching-grounded (cognition_chains_v1):
  rhetoric.narrative; language.discourse. narrative reveals
  meaning (cognition.meaning). No session evidence yet.

The production format is the trust-boundary contract (12+ tests + eval
byte-equivalence + several ADRs depend on it), so it stays unchanged.

This change adds a demo-only display layer that rewrites the same
surface to put the propositional sentence first, with provenance as a
trailing parenthetical:

  Narrative reveals meaning. (teaching-grounded from
  cognition_chains_v1 — narrative: rhetoric.narrative;
  language.discourse; final term: cognition.meaning.
  No session evidence yet.)

Trust-boundary preserving:
  - Only fires when grounding_source == "teaching" AND surface matches
    the production format.
  - Every load-bearing token preserved (subject, connective, object,
    corpus_id, semantic_domains, "No session evidence yet").
  - Pack-grounded surfaces + discourse-planner surfaces pass through
    unchanged.
  - JSON report's `surface` field still carries the raw production
    surface — only the chat-style print is humanised.

Test gate: 2 new tests pin the rewrite contract (proposition-first,
all load-bearing tokens preserved, passthrough for non-teaching).

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-19 14:14:02 -07:00
..
adversarial_identity docs(identity): empirical finding — fix #3 needs upstream ingest-gate work 2026-05-16 14:23:20 -07:00
anti_regression feat(adr-0057): anti-regression demo — three-gate defense against learning harm 2026-05-18 10:52:23 -07:00
articulation feat(demo): core demo articulation — discourse-planner spine, end-to-end 2026-05-19 13:41:24 -07:00
articulation_of_status feat(epistemic): realizer-side closure — refusal_calibration + articulation_of_status graduate 2026-05-17 10:12:59 -07:00
audit_tour feat(adr-0042): audit-tour demo — pack-layer story in four scenes 2026-05-17 22:06:45 -07:00
calibration fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
classical_literature_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
cognition feat(adr-0060): correction acknowledgement carries corrected-topic lemma 2026-05-18 14:14:27 -07:00
cold_start_grounding feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
compositionality feat(compositionality): compose_relations operator lifts lane 68.8% → 100% 2026-05-16 22:44:06 -07:00
compound_intent_decomposition feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
contradiction_detection feat(epistemic): contradiction coherence checker — CONTESTED transitions wired, last Tier 4.5 row closes 2026-05-17 10:36:48 -07:00
conversation feat(demo): humanise teaching-grounded surface for layperson display 2026-05-19 14:14:02 -07:00
conversational_thread_coherence feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
cross_domain_transfer feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
deterministic_fluency feat(evals): deterministic_fluency lane — six structural predicates 2026-05-19 07:16:44 -07:00
discourse_paragraph feat(compositionality): compose_relations operator lifts lane 68.8% → 100% 2026-05-16 22:44:06 -07:00
elementary_mathematics_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
english_fluency_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
forward_semantic_control docs(cli): self-explanatory demos — preambles + per-directory READMEs 2026-05-17 16:39:50 -07:00
foundational_biology_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
foundational_physics_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
grammatical_coverage fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
hebrew_fluency feat(phase5): land 5.2–5.7 — six new fluency lanes, parallel sweep 2026-05-16 20:59:31 -07:00
identity_divergence feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
industry_demos fix(adr-0046): make forward-graph-constraint branch mergeable 2026-05-18 05:57:46 -07:00
inference_closure feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
introspection feat(phase3): core/cognition/explain.py — close Gap 3 introspection 2026-05-16 15:09:48 -07:00
koine_greek_fluency feat(phase5): land 5.2–5.7 — six new fluency lanes, parallel sweep 2026-05-16 20:59:31 -07:00
learning_loop feat(adr-0064): cross-pack teaching chains + relations_chains_v1 seed (Phase 1.3+1.4) 2026-05-18 16:04:20 -07:00
long_context_cost feat(adr-0044, adr-0045): domain ethics pack + long-context comparison 2026-05-17 22:31:47 -07:00
monotonic_learning feat(evals): v3 lanes — monotonic-learning passes, adversarial-identity reveals gap 2026-05-16 13:42:47 -07:00
multi_agent_composition fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
multi_sentence_response feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
multi_step_reasoning feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
provenance feat(evals): parallel runner + adversarial-identity v2 2026-05-16 13:10:26 -07:00
refusal_calibration feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
reports feat(adr-0023): Forward Semantic Control proof evidence — Accepted 2026-05-17 12:55:19 -07:00
results feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
sample_efficiency feat(phase4): sample-efficiency v1 — first quantitative-curve lane 2026-05-16 15:39:28 -07:00
self_consistency_over_time feat(runtime+evals): warm-path pack grounding + three long-span lanes 2026-05-19 08:26:38 -07:00
symbolic_logic feat(evals): v2 lanes for calibration and symbolic-logic 2026-05-16 13:17:41 -07:00
teaching_injection_resistance feat(epistemic): truth-seeking schema audit — 3 leaks closed, 4 new lanes, 3 new invariants 2026-05-17 07:27:41 -07:00
walkthrough_chain feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
warmed_session_consistency feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
zero_code_domain_acquisition
__init__.py
baseline_runner.py feat(evals): frontier structural-zero baselines for Phase 2 v1 lanes 2026-05-16 12:45:28 -07:00
CLAIMS.md feat(bench): bench cost — $/1000 turns + latency, with disclosed assumptions 2026-05-17 10:53:08 -07:00
cognition_cases.jsonl
framework.py feat(adr-0054): vault recall indexing/batching + holdout split wired 2026-05-18 07:58:57 -07:00
holdout_runner.py
metrics.py
parallel.py feat(evals): parallel runner + adversarial-identity v2 2026-05-16 13:10:26 -07:00
run_cognition_eval.py