Add a closed finite-verb relational surface to comprehend_relational, narrowly:
declarative <A> overlaps <B>, interrogative Does <A> overlap <B>?, predicate
overlaps_event ONLY (closed finite-verb table, default-off).
Kept SEPARATE from the copula-connective grammar (byte-unchanged): the other
connectives (before/after/during/inside/adjacent/…) still REQUIRE the copula, so
"Monday before Friday." stays a refusal — no connective bypass (adversarial hazard #2).
Fail-closed slot gate: each finite-verb argument slot must be EXACTLY ONE content
token (after article stripping). An enumerated adverb/negation blocklist is unbounded
and leaks — the adversarial audit found "Meeting never overlaps lunch." committed as a
POSITIVE overlaps_event(meeting_never, lunch), plus almost/sometimes/trailing-qualifier/
second-verb compound fabrications in BOTH slots and the query path. The single-token
gate closes the whole COMPOUND-fabrication class (any extra token refuses); the
_FINITE_VERB_MODIFIERS and _CONNECTIVE_TOKENS checks add precise reasons for common
bare-modifier / second-verb slots. Multi-word entities in the finite-verb surface are
deferred (they need a positive content lexicon, which OOV entities preclude). A lone
bare token remains an entity (the reader's universal OOV single-token contract — the
copula and general readers behave identically), not a compound fabrication.
Hazards pinned (adversarial audit hazard #1 + #2): adverb absorption, negation-as-
positive ('never'), interrogative double-verb, trailing qualifier, and the copula-bypass
firewall.
Measurement: migrated ref-009 "Sunrise overlaps dawn." (the documented coverage gap) to
a positive rel-018 — comprehension_relational_predicate 17->18, wrong_total 0, breadth
still 11 (coverage added, not a new domain), baseline digest re-frozen. Refusal floor
rose 9 -> 24 (finite-verb confusers replace the one migrated input). The #775 inference
and #781 transitive lane SHA pins are UNTOUCHED. determine.py is untouched (reader-only):
no answer=False, no FrameVerdict, INV-30 unaffected.
Verified in the worktree: finite-verb + reader + reader-lane + #775 inference lane +
#781 transitive lane + #779 OWA floor + capability baseline/index + INV-30/29/21 + full
smoke — all green. Two read-only adversarial passes: the first found 4 real slot-
fabrication blockers, closed by the single-token gate; a black-box probe of 24
adversarial inputs confirms the compound-fabrication class is fully closed.
* feat(determine): add transitive strict-order relational inference
Add sound transitive closure for declared strict-order relational predicates —
less_than, greater_than, before_event, after_event, and ONLY these. A query
p(a, c) determines True when a same-predicate chain p(a, b), p(b, c), ... over the
predicate's OWN realized edges is found (BFS reachability) and the proof_chain ROBDD
verifies the transitive entailment (search-then-verify, through the UNCHANGED
evaluate_entailment via a new lower_transitive_chain). Mirrors _determine_subsumption.
Scope / firewall:
- TRANSITIVE_PREDICATES is closed and default-off; sibling_of, parent_of,
left_of/right_of, inside_of, during_event, overlaps_event are EXCLUDED.
- Same-predicate edges only — no transitive-through-inverse, no cross-predicate
(triple firewall: recall filter + lowering re-reject + ROBDD re-verify).
- Open-world: asserts only answer=True via the shared _relational_determined
surface (rule="transitive"), so INV-30 stays at exactly 3 Determined sites and
no answer=False is added. One-hop inverse/symmetric (#775) is unchanged.
FrameVerdict / closed-world (ADR-0222) is untouched.
wrong=0 bite (unit + lane + independent oracle): non-transitive-predicate chains,
non-admitted spatial chains, mixed-predicate chains, disjoint chains, reflexive
cycles, and inverse+transitive composition all REFUSE.
Measurement: new evals/relational_transitive lane with an INDEPENDENT BFS
transitive-closure oracle (imports no engine module; INV-25/27), cross-checked both
directions (positives oracle-True, confusers oracle-False). Capability-index breadth
10 -> 11, wrong_total 0, deterministic digest re-frozen.
Cross-PR reconcile: migrated the one-hop confuser rinf-ref-001 (a less_than chain,
which now correctly determines transitively) to a B2 positive; repurposed its unit
test to a non-transitive parent_of chain; corrected a pre-existing stale breadth==9
assertion (#775 added a 10th domain but never updated test_capability_index).
Verified in the worktree: determine + transitive/one-hop lanes + capability
baseline/index + ProofWriter-OWA floor + INV-30/29/21/02 + full smoke — all green.
A 3-skeptic read-only adversarial review found no wrong=0 leak.
* test(determine): B2 hardening — TRANSITIVE_PREDICATES pin + lower_transitive defensive + budget
Add the required B2 hardening tests before merge:
- test_transitive_predicates_closed_and_excludes: the table is EXACTLY
{less_than, greater_than, before_event, after_event}, every member is in
RELATIONAL_PREDICATES, and every deliberately-excluded predicate (sibling_of,
spouse_of, parent_of, child_of, left_of, right_of, inside_of, during_event,
overlaps_event) is explicitly absent. (Closes the gap where relational.py's
comment claimed this test existed but it did not.)
- tests/test_composition_lower_transitive.py: direct defensive tests on
lower_transitive_chain — empty path, mislabeled (cross-predicate) edge, wrong
arity, non-contiguous path, and path-not-reaching-target all lower to None
(refuse); plus exact 2-hop and 3-hop theory pins.
- test_edge_budget_exhaustion_refuses: above _TRANSITIVE_EDGE_BUDGET the transitive
search declines (a safe coverage refusal), never proves.
* feat(determine): one-hop sound relational entailment — inverse/converse + symmetric
Mastery-v2 Step 3 lead capability (core). DETERMINE could perceive relational
structure (16 predicates, breadth-complete) but could not derive the simplest
entailed relational facts — it read only the stored direction. This adds two
SOUND one-hop rules that read a stored edge in its other lawful direction:
INVERSE/converse greater_than(a,b) <= told less_than(b,a)
SYMMETRIC sibling_of(b,a) <= told sibling_of(a,b)
Strictly scoped (per review): OPEN-WORLD (asserts only True, never False — the
answer=False path stays unbuilt, INV-30's firewall holds), ONE hop (NO transitive
chaining), DECLARED rules only. Ontology/metadata-driven, not prose intuition:
- generate/meaning_graph/relational.py: declarative algebra tables — _INVERSE_PAIRS
(the converse edges; the pack carries no inverse metadata) + INVERSE_OF (derived,
an involution) + SYMMETRIC_PREDICATES (mirrors the pack's graph.edge.symmetric tag).
load_relational_pack_symmetric() reads the pack ontology; a test pins the constant
equal to it (no silent divergence).
- generate/determine/determine.py: _relational_one_hop() between direct entailment
and transitive subsumption; new Determined.rule provenance field (direct/inverse/
symmetric/subsumption) — replay-safe (render reads only basis; trace hashes surface).
wrong=0 confuser block proves the rule cannot over-fire: less_than is not
self-inverse, sibling_of does not imply parent_of, greater_than does not imply
equal_to, NO transitive chain (direct or through-inverse), and no answer=False is
ever emitted. An obsolete pin (test_symmetric_converse_is_not_faked, which asserted
the pre-rule direct-only floor) is updated to the new sound behavior and a preserved
asymmetric-converse bite.
Tests: test_determine_relational_inference.py (13, the capability contract) +
updated test_relational_reader.py. Broad relational/determine/grounding +
capability_index baseline sweep: 114 green; baseline digest UNCHANGED (this is a
determination capability; the comprehension lanes are untouched).
REMAINING for the full lead PR (next): the measurement lane — an independent-oracle
evals/relational_inference lane + a capability_index adapter + baseline re-freeze
(breadth 9->10, wrong_total still 0), so the capability registers on the yardstick.
INTEGRATION NOTE (cross-PR): this adds 2 Determined() construction sites (now 4:
direct/inverse/symmetric/subsumption, ALL answer=True). When rebased onto main with
INV-30 (PR #770), update INV-30's test_determine_construction_sites_are_visible count
2 -> 4 and confirm all four assert True. Merge order: #770 -> this.
* feat(capability-index): relational-inference lane — breadth 9->10, wrong=0
Mastery-v2 Step 3 lead, measurement half. Puts the one-hop relational-inference
capability ON the capability index with an independent-oracle lane:
- evals/relational_inference/v1/: cases.jsonl (13 positive: 8 inverse + 5 symmetric,
authored from the relation algebra INDEPENDENTLY of determine/relational per
INV-25/27), refusals.jsonl (8 confusers that MUST refuse), provenance.md (incl. the
honest overlaps_event reader-surface coverage gap).
- evals/comprehension/relational_inference_runner.py: told fact(s) -> determine(query)
vs gold; refusal = coverage miss, disagreement = wrong (structurally 0 on positives).
- evals/capability_index/adapters.py: comprehension_relational_inference_result added
to ADAPTERS.
- baseline.json re-frozen: breadth 9 -> 10, capability_score 0.94403 -> 0.949483,
wrong_total still 0, digest deliberately changed (35dea2b2...).
- tests/test_relational_inference_lane.py: SHA-pinned gold, positive wrong=0 +
coverage>0, and the confuser wrong=0 BITE (every confuser must refuse).
Also reconciles INV-30 (now in main via #770): determine.py grew from 2 to 3
Determined() construction sites (direct, the shared relational one-hop constructor,
transitive subsumption) — ALL answer=True. test_determine_construction_sites_are_visible
updated 2 -> 3 (correcting the prior commit note's overcount of 4; inverse and symmetric
share the single _relational_determined constructor, so it is ONE new site).
Also fixes a .gitignore gap: ADR-0219 gen-dir checkpoints (engine_state/current,
engine_state/gen-*/) were not ignored (only the old flat engine_state/*.json patterns
were), so runtime checkpoints could be committed by accident.
Verification: new lane 13/0/0 coverage 1.0; capability_baseline digest matches the
re-freeze; INV-30 + architectural invariants green; smoke 99/99.
* docs+test: reconcile stale relational-inference docstrings; assert rule provenance (review #775)
Addresses two review-requested cleanups on #775:
1. Stale docstrings. generate/meaning_graph/relational.py said the symmetric converse
is "a sound-but-incomplete refusal at DETERMINE" and there is "NO transitive/
symmetric/rule inference"; generate/determine/determine.py said "symmetric-converse
questions are Undetermined", "no transitive/symmetric/rule inference", and "asserts
only answer=True on a direct hit". All false after the one-hop relational algebra
landed. Updated: the reader does direct-reading only; DETERMINE applies declared
one-hop inverse/converse + pack-declared symmetric (plus the existing member/subset
subsumption), still open-world / never answer=False; transitive relational closure,
negation, and closed-world falsehood remain out of scope.
2. Rule-provenance gold now meaningful. The relational_inference runner compared only
(answer, predicate, subject, object), ignoring res.rule though the gold carries
"rule": "inverse"/"symmetric". Added res.rule to the got/gold tuple so a "right
answer via the wrong rule path" can no longer pass silently. Lane still 13/0/0;
baseline counts (and digest) unchanged.
Verification: runner 13/0/0; lane + capability_baseline + unit + INV-30 green (22).
A1 of the refined sequencing — the binary-relation reader was inert w.r.t. the
yardstick (contributing 0). This adds a comprehension_relational_predicate domain:
binary-relation prose scored against hand-authored independent gold (predicate,
subject, object) triples — INV-25 independent / INV-27 reader-disjoint (the reader
never produced the gold). Index breadth 8->9, capability_score 0.937258->0.944030,
wrong_total still 0; baseline.json re-frozen to digest 1ea91c1e.
Rigor split: the index lane is POSITIVE-ONLY (clean coverage, consistent with the
other 8 lanes — mixing adversarial refuse-cases into the coverage denominator would
make 'added capability' read as a score drop). The #596 fabrication-catch lives in a
dedicated falsification test (evals/relational/v1/refusals.jsonl): the trailing-
qualifier / dangling-copula / negation / verb-form cases MUST refuse — bites if the
reader ever fabricates. Honest coverage gap recorded: overlaps_event has no copular
surface form (verb-form 'A overlaps B' refuses), so 17 positives cover 15/16 predicates.
The binding-graph's FIRST comprehension consumer (doctrine-aligned: quantities live
in binding_graph, NOT the MeaningGraph). generate/quantitative_comprehension.py
reads arithmetic prose into SymbolBinding/BoundFact/BoundEquation and runs the REAL
check_admissibility (shell -> verify -> rebuild with the actual UnitProof) — there
is NO stamped "admitted": an equation is admitted only if its operand units verify.
Then to_relational_metric projects the binding-graph to the independent
relational_metric oracle for the verdict.
Templates (digits only; non-digit quantity REFUSES):
"<X> has <N> <unit>" -> BoundFact(X = N)
"<Y> has <N> more <unit> than <X>" -> BoundEquation(Y = X + N) op=add
"<Y> has <N> fewer <unit> than <X>" -> BoundEquation(Y = X - N) op=subtract
"How many <unit> does <Y> have" -> ask Y
"How many <unit> do <X> and <Y> have"-> total = X + Y; ask total
Unit modelling (honest, not faked): a noun the closed en_units_v1 pack knows is
used verbatim (dollars -> dollar/money); an UNKNOWN sortal noun (stickers, coins)
is a count of discrete objects -> the existing 'item' lemma (dimension count). So
admissibility stays a REAL check: count+count admits, count+money (a mixed-unit
sum) REFUSES with unit_mismatch — verified to bite.
comprehension_relational_metric: 15/15 wrong=0 (full coverage). Located OUTSIDE
generate/meaning_graph (it targets binding_graph, not the MeaningGraph) so INV-28
neutrality stays intact; oracle imports none of the SUT (new INV-25 lane).
Capability index breadth 7->8, score 0.928622 -> 0.937258, wrong_total 0, digest
50e0675b…
Tests: reader templates + count/known-unit modelling + admissibility-bite (mixed
unit refuses) + non-digit refusal; end-to-end full-coverage wrong=0; arithmetic
added to the structure-preservation generative panel (projected relations+query ==
ground truth); capability breadth 7->8; INV-25 arithmetic lane. 93 targeted + 90
smoke green; lane SHAs 8/9 (sole miss = public_demo env flake; deductive_logic +
math_teaching unchanged -> no GSM8K coupling).
Adds comprehension_propositional — the comprehension organ now reads the classic
propositional ARGUMENT FORMS end-to-end into the flagship deductive_logic ROBDD
oracle (the most robustly independent gold in the repo). The neutral MeaningGraph
now feeds FOUR independent oracles (set-membership, syllogism-validity,
total-ordering, propositional-entailment) from one interlingua — the Option-B
interlingua thesis validated.
reader.py: propositional templates (atoms are chunked NP ids; fits the existing
entities + n-ary relations + negation model — NO interlingua change, propositional
is not arithmetic-quantities):
- "if <P> then <Q>" -> implies(P, Q)
- "not <P>" -> asserted(P, negated=True)
- "<P> or <Q>" -> or(P, Q)
- "<P>" (single token) -> asserted(P) (bare-atom, single-token only to
keep the parse-or-refuse floor)
- "therefore <prop>" -> query of the same predicate
Relations now carry a negated flag end-to-end (asserted negation).
projectors.py: to_deductive_logic serializes propositional relations/query into
formula strings (keyword operators the oracle tokenizer accepts); returns None
(refusal) unless the comprehension is purely propositional, so categorical/ordering
comprehensions never leak into the entailment oracle.
evals: new evals/propositional_logic/v1 (12 cases — modus ponens/tollens,
hypothetical & disjunctive syllogism, the affirming-consequent / denying-antecedent
fallacies which the oracle marks "unknown"; gold = oracle verdict) + gold-only
runner + evals/comprehension/propositional_runner.py. Oracle "refused" (formula
unevaluable) is treated as a decline, never a wrong.
Scores: comprehension_propositional 12/12 wrong=0 (full coverage); no regression on
the 3 existing lanes (8/8, 7/8, 7/8). Capability index breadth 6->7, score
0.917231 -> 0.928622, wrong_total 0, digest 51df7bba…
Tests: reader propositional templates; to_deductive_logic projector tests;
end-to-end full-coverage wrong=0; propositional generative round-trip added to the
wrong=0 property suite (verified to BITE under a reversed-implies mutation);
capability breadth 6->7. 115 targeted + 87 smoke green. Lane SHAs 8/9 (sole miss =
public_demo env wall-clock flake; deductive_logic_v1 unchanged).
Recovers the multi-word-NP cases the reader previously refused, by adopting ONE
principled canonicalization contract (evals/comprehension/CANONICALIZATION.md) that
the reader AND the gold lanes both follow — so a committed answer can only match
gold or refuse, never silently mean something else.
Contract: a noun-phrase slot -> tokens lowercased, joined with "_"; a plural class
slot singularizes its head first ("metal objects"->"metal_object",
"North station"->"north_station", "Level one"->"level_one"). JOIN is chosen over
head-word-only ("metal objects"->"metal") because head-word-only is
information-destroying — it collapses "metal objects" and "metal tools" into one
false identity, itself a wrong=0 hazard.
reader.py: slot-based templates chunk multi-token NPs (_chunk / _chunk_class
replace the single-token _one / _one_class). Reserved-function-word guard fires only
INSIDE a multi-token slot (a lone "A" item is content, not the article). Still
parse-or-refuse: reserved-word leaks ("Compare beta with beta in the same order"),
non-pluralizable class heads (adjectival "trained"), and the ambiguous adjacent
two-NP subset query ("Are all <Xs> <Ys>?") all REFUSE.
gold (the contract update, logic-preserving — only term NAMES change):
- sy-v1-0008: metal/soft -> metal_object/soft_object (was head-word-only)
- to-v1-0005: red -> red_rank (was head-word-only)
- to-v1-0004: prose made internally consistent ("is after", "north station") +
north -> north_station (original prose used "North station" in the fact but
"north" in the query — a latent inconsistency)
- to-v1-0007: already conformed (level_one…), no change
Gold-only integrity runners stay 8/8 both lanes (structure+query+gold consistent).
Scores: set_membership 8/8, syllogism 6/8->7/8, total_ordering 4/8->7/8, all
wrong=0. Capability index re-frozen: score 0.814356 -> 0.917231, breadth 6,
wrong_total 0, digest 13d7db6c…
Tests: reader chunking + refusal tests; multi-word generative round-trip added to
the wrong=0 property suite (verified to BITE under a head-word-only mutation —
collapsed ids produce a wrong verdict the test catches); pinned counts updated.
100 comprehension/capability targeted + 87 smoke green.
Phase 2a r2/r3/r4 of the redefined plan: the general comprehension reader now
reads THREE independent-gold reasoning domains end-to-end (prose -> MeaningGraph
-> projection -> independent oracle -> answer vs gold), all wrong=0, and all
three are wired into the capability index.
reader.py — new domain-agnostic templates (function words + order; parse-or-refuse):
- categorical E/I/O: "no Xs are Ys"->disjoint, "some Xs are Ys"->intersects,
"some Xs are not Ys"->some_not (A "all Xs are Ys"->subset already existed)
- "therefore <categorical>" -> conclusion QUERY (same neutral predicate vocab)
- comparative facts: "<X> [is] <comp> [than] <Y>" -> less(...), closed
less/greater comparator lexicon, elided-copula support
- sort query ("sort ascending|descending", "... order from <low> to <high>")
and compare query ("compare <X> with <Y>")
- clause-splitting on commas / leading and|or for multi-clause sentences
projectors.py — to_syllogism (premises + validity conclusion, finite-model size 3)
and to_total_ordering (less-facts + sort/compare). Both return None when nothing
is honestly askable of their oracle (caller treats as refusal).
capability_index — wire 3 comprehension lanes into ADAPTERS; re-freeze baseline
breadth 3->6, capability_score 0.919641->0.814356 (geomean falls BY DESIGN as
honest partial-coverage domains join; wrong_total stays 0). digest 0a98b9b4...
Scores: set_membership 8/8, syllogism 6/8, total_ordering 4/8 — all wrong=0.
Multi-word NP handling is DEFERRED on purpose, not missed: the gold lanes
canonicalize multi-word NPs three contradictory ways ("North station"->"north",
"Level one"->"level_one", "metal objects"->"metal"), so no single general rule is
wrong=0-safe. The reader refuses multi-word NPs until the gold lanes carry a
canonicalization contract. Every refusal is a genuine harder phenomenon
(multi-word NP, adjectival predicate, trailing tokens) — never a readable case
silently dropped.
Tests: reader templates, projector unit tests, syllogism/total_ordering
end-to-end wrong=0 with pinned counts, capability breadth 3->6. 138 targeted +
87 smoke green. Lane SHAs 8/9 (sole miss = public_demo env wall-clock flake).
The instrument that gates every later "more capable" claim and makes "general,
not narrow" a number. evals/capability_index/ composes the self-loading
independent-gold reasoning lanes (deductive_logic, dimensional, relational_metric)
into one report with honest, un-gameable axes:
- accuracy (of committed answers; wrong stays 0 in assert mode),
- coverage (attempted-not-refused),
- coverage_geomean — the headline: geometric mean of per-domain coverage, which is
0 if ANY domain has zero coverage, so a narrow per-domain win cannot move it; it
rises only when breadth rises,
- capability_score = coverage_geomean × accuracy, HARD-GATED to 0 if any domain
committed a wrong answer (assert-mode invariant),
- a deterministic digest (the replayable baseline the autonomous loop must climb).
Baseline (today): score 0.9196, accuracy 1.0, breadth 3, wrong_total 0 — high
because all three composed lanes are formal/structured; when comprehension-gated
NL domains join, the geomean will honestly drop to expose the breadth gap (the
instrument working). Adapters surface any lane that fails to run as not_covered —
no silent drop (proven: it caught a deductive-report shape mismatch mid-build).
Pure aggregation + the geomean anti-gaming property + the wrong=0 hard gate are
unit-tested; a real-composition integration test asserts wrong=0 + breadth=3.
10 tests + 52 architectural invariants pass. Additive (new evals/ package).
Part of docs/analysis/AGI-candidacy-autonomous-improvement-roadmap-2026-06-05.md (Phase 1).
Shay