core/chat
Shay bf7f7895fe feat(adr-0061): PROCEDURE intent routes to pack-grounded surface
Pre-ADR-0061 every "How do I X?" question fell through to the
universal disclosure even when X was a pack-resident lemma.  The
teaching corpus carries CAUSE/VERIFICATION chains only — procedural
knowledge is fundamentally different in kind from propositional
claims and deserves its own ratification path (deliberately out of
scope; a future parallel `procedure_chains_v1.jsonl` schema is
discussed in the ADR's non-goals).

ADR-0061 adds the honest cold-start fallback: ground the topic in
pack semantic_domains and note explicitly that ratified step-by-step
guidance does not exist yet.

Surface format:
  "procedure-grounded ({pack_id}): {lemma} ({d1}; {d2}).
   Step-by-step guidance for {lemma} is not yet ratified
   in this session."

Selector — **last** pack-resident lemma in the verb-phrase subject:
  "define a concept" → concept    (object beats verb)
  "verify a claim"   → verify     (verb wins when object is OOV)
  "correct an error" → correct
  "learn this"       → learn
  "do stuff"         → None       (falls through to universal disclosure)

Stopwords: only `be` and `have` (dialogue fillers).  Procedure verbs
are deliberately NOT stopworded so the verb-as-fallback rule fires
when the object is OOV — keeps surface coverage.

Trust-boundary invariants:
  - Every visible non-template token is lemma / pack-domain / template.
  - Deterministic: same subject_text → same bytes.
  - Returns None for fully-unknown utterances → universal disclosure
    fires.  Never fabricates surface from nothing (ADR-0053 contract).
  - "not yet ratified" trust-label preserved.

Cognition lane lift:
  public  : intent 100% / surface 100% / term 91.7% / versor 100%      (unchanged)
  holdout : intent 100% / surface 94.7%→100.0% / term 79.2%→83.3% / versor 100%

Two cases fixed:
  - procedure_define_010 ("How do I define a concept?") — surface +
    term `concept` now captured.
  - procedure_verify_034 ("How do I verify a claim?") — surface only
    (case has no expected_terms; the verb fallback grounds it).

Combined effect: holdout `surface_groundedness` closes to 100%; 4 of
5 architectural holdout misses now resolved (this ADR + ADR-0060 +
the supersede from epistemology v1).  Remaining 2 are UNKNOWN-intent
cases (unknown_spirit_041, unknown_word_018) — out of scope; deserve
their own ADR with distinct selector semantics.

- chat/pack_grounding.py — `_extract_procedure_topic_lemma` helper +
  `pack_grounded_procedure_surface` composer.
- chat/runtime.py — import + dispatch branch for `IntentTag.PROCEDURE`.
- tests/test_procedure_surface.py — 15 tests pin: extraction
  (last-wins / verb-by-elimination / be+have skipped / None on empty /
  strips punctuation / case-insensitive); surface (contains lemma /
  contains domains / pack_id / "not yet ratified" label / None for
  no-pack-lemma / deterministic); end-to-end through ChatRuntime.

Lanes (regression): smoke 67 / cognition 121 / teaching 17 /
procedure 15 — all green.

The non-negotiable field invariant (versor_condition < 1e-6) is
unaffected: this ADR changes surface composition only.
2026-05-18 14:22:19 -07:00
..
__init__.py Add live chat runtime 2026-05-13 20:40:56 -07:00
__main__.py Add live chat runtime 2026-05-13 20:40:56 -07:00
pack_grounding.py feat(adr-0061): PROCEDURE intent routes to pack-grounded surface 2026-05-18 14:22:19 -07:00
refusal.py feat(adr-0037,adr-0038): per-predicate ethics refusal + hedge injection 2026-05-17 21:23:28 -07:00
runtime.py feat(adr-0061): PROCEDURE intent routes to pack-grounded surface 2026-05-18 14:22:19 -07:00
teaching_grounding.py feat(adr-0055): Phase A — teaching corpus audit, supersession, typed provenance 2026-05-18 08:15:23 -07:00
telemetry.py feat(adr-0059): correction-pass telemetry emission — backward perturbation auditable 2026-05-18 13:47:48 -07:00
verdicts.py feat(adr-0039): audit completeness — TurnVerdicts bundle, stub TurnEvent, hedge_injected 2026-05-17 21:32:46 -07:00