Merge pull request #628 from AssetOverflow/feat/contemplation-pack-a
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12
core/comprehension_attempt/__init__.py
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12
core/comprehension_attempt/__init__.py
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"""Shared typed record of a comprehension organ's attempt at a problem (N2).
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The normalization layer the contemplation batch (N3 router, N4 registry, N6 pass manager) reasons
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over — uniform across the R1 and R2 setup compilers. Off-serving; imports no `evals`.
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"""
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from __future__ import annotations
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from core.comprehension_attempt.classify import classify_r1, classify_r2
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from core.comprehension_attempt.model import ComprehensionAttempt, Organ, Outcome
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__all__ = ["ComprehensionAttempt", "Organ", "Outcome", "classify_r1", "classify_r2"]
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85
core/comprehension_attempt/classify.py
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85
core/comprehension_attempt/classify.py
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"""Normalize R1/R2 organ output into a typed ``ComprehensionAttempt`` (N2, setup-level).
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`classify_r1` / `classify_r2` run their organ and report **produce-mode** setup outcomes:
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`setup_refused` (with the organ's typed reason) or `setup_correct` (an admissible setup was
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produced, with a deterministic signature). They do NOT solve, do NOT compare to gold, and import
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nothing from `evals` (signatures are computed inline) — keeping this a thin, dependency-light
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normalizer. Answer-level outcomes are reached downstream (N6) when the solver/verifier run.
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"""
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from __future__ import annotations
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from typing import Any
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from core.comprehension_attempt.model import ComprehensionAttempt
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from generate.constraint_comprehension.model import ConstraintProblem
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from generate.constraint_comprehension.reader import read_constraint_problem
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from generate.meaning_graph.reader import Refusal
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from generate.quantitative_comprehension import comprehend_quantitative, to_relational_metric
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def _r1_signature(relations: list[dict[str, Any]]) -> str:
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"""Deterministic, order-independent string signature of the projected R1 relations."""
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items: list[tuple] = []
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for r in relations:
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kind = r["kind"]
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if kind == "fact":
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items.append((kind, r["entity"], int(r["value"])))
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elif kind in ("more_than", "fewer_than"):
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items.append((kind, r["entity"], r["ref"], int(r["delta"])))
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elif kind == "times_as_many":
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items.append((kind, r["entity"], r["ref"], int(r["factor"])))
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elif kind == "divide_by":
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items.append((kind, r["entity"], r["ref"], int(r["divisor"])))
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elif kind == "sum_of":
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items.append((kind, r["entity"], tuple(sorted(r["parts"]))))
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else: # pragma: no cover - defensive
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items.append(("unhandled", kind, r.get("entity", "")))
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return repr(tuple(sorted(items, key=repr)))
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def _r2_signature(problem: ConstraintProblem) -> str:
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"""Deterministic, order-independent string signature of an R2 ConstraintProblem setup."""
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unknowns = tuple(sorted((u.symbol, u.unit, u.domain) for u in problem.unknowns))
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constraints: list[tuple] = []
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for c in problem.constraints:
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merged: dict[str, int] = {}
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for symbol, coeff in c.lhs.terms:
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merged[symbol] = merged.get(symbol, 0) + coeff
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terms = tuple(sorted((s, v) for s, v in merged.items() if v != 0))
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constraints.append((terms, c.relation, c.rhs - c.lhs.constant))
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query = (problem.query.symbol, problem.query.unit)
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return repr((unknowns, tuple(sorted(constraints, key=repr)), query))
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def classify_r1(text: str, *, case_id: str | None = None) -> ComprehensionAttempt:
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"""Attempt the R1 relational-arithmetic setup compiler on *text*."""
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comp = comprehend_quantitative(text)
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if isinstance(comp, Refusal):
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return ComprehensionAttempt(
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"r1_quantitative", "setup_refused", case_id=case_id, refusal_reason=comp.reason
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)
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projected = to_relational_metric(comp)
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if projected is None:
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return ComprehensionAttempt(
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"r1_quantitative", "setup_refused", case_id=case_id, refusal_reason="unprojectable"
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)
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relations, _query = projected
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return ComprehensionAttempt(
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"r1_quantitative", "setup_correct", case_id=case_id, setup_signature=_r1_signature(relations)
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)
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def classify_r2(text: str, *, case_id: str | None = None) -> ComprehensionAttempt:
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"""Attempt the R2 two-category constraint setup compiler on *text*."""
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problem = read_constraint_problem(text)
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if isinstance(problem, Refusal):
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return ComprehensionAttempt(
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"r2_constraints", "setup_refused", case_id=case_id, refusal_reason=problem.reason
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)
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return ComprehensionAttempt(
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"r2_constraints", "setup_correct", case_id=case_id, setup_signature=_r2_signature(problem)
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)
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__all__ = ["classify_r1", "classify_r2"]
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63
core/comprehension_attempt/model.py
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63
core/comprehension_attempt/model.py
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"""Typed, immutable record of one comprehension organ's attempt at a problem (N2).
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A small normalization layer over the R1 (`generate.quantitative_comprehension`) and R2
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(`generate.constraint_comprehension`) setup compilers: it turns each organ's heterogeneous
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output (a typed setup, or a typed `Refusal`) into one uniform, frozen `ComprehensionAttempt`.
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Nothing here changes reader behavior — it only *describes* an outcome so the router (N3),
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failure-family registry (N4), and contemplation pass manager (N6) can reason over both organs
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uniformly.
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Outcome semantics. `classify` (N2) produces **produce-mode** outcomes — what the organ did on
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its own gates, with no gold in hand: `setup_refused` (the organ refused) or `setup_correct`
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(an admissible setup was produced). The gold-relative outcomes (`setup_wrong`, `answer_wrong`)
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are representable here but are emitted only in **eval mode** by the lanes that hold gold — never
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fabricated by `classify`. `answer_*` / `contradiction` are reached when the solver / answer-choice
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verifier run downstream (N6), not at setup classification time.
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"""
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from __future__ import annotations
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from dataclasses import dataclass
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from typing import Literal
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from generate.binding_graph.model import SourceSpanLink
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Organ = Literal["r1_quantitative", "r2_constraints"]
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Outcome = Literal[
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"setup_correct", # an admissible setup was produced (produce-mode) / matches gold (eval-mode)
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"setup_refused", # the organ refused to assemble a setup
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"setup_wrong", # eval-mode only: produced setup diverges from gold (a wrong=0 breach)
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"answer_correct", # a value was produced and self-verified / matches gold
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"answer_refused", # setup produced but the solver/verifier refused
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"answer_wrong", # eval-mode only: produced value diverges from gold
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"contradiction", # a verified value contradicts a supplied answer key
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]
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@dataclass(frozen=True, slots=True)
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class ComprehensionAttempt:
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"""One organ's attempt at one problem. Immutable; carries the outcome, the refusal reason
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(if any), a deterministic setup signature (for cross-organ comparison), the answer (if a
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value was produced), and source-span evidence. ``family`` is left ``None`` by ``classify``
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and resolved later by the N4 failure-family registry."""
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organ: Organ
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outcome: Outcome
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case_id: str | None = None
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refusal_reason: str | None = None
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family: str | None = None
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setup_signature: str | None = None
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answer: int | None = None
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evidence: tuple[SourceSpanLink, ...] = ()
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@property
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def is_setup_correct(self) -> bool:
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return self.outcome == "setup_correct"
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@property
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def is_refusal(self) -> bool:
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return self.outcome in ("setup_refused", "answer_refused")
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__all__ = ["ComprehensionAttempt", "Organ", "Outcome"]
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109
docs/analysis/comprehension-capability-ledger-2026-06-07.md
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docs/analysis/comprehension-capability-ledger-2026-06-07.md
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# Comprehension capability ledger (N1)
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**As of:** merged `main @ 51b4a6e3` (R2 batch #624–#627 merged).
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This ledger answers, for the merged baseline, exactly six questions — so the contemplation
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loop (N2–N6) never mistakes a faithful refusal for a missing capability:
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```text
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What can CORE currently read? -> §2, §4 (admitted families)
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What can it solve? -> §4 (R2 solver) + §2 (R1 answer lane)
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What does it refuse? -> §3, §5 (remaining refusals)
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Which refusals are correct boundaries? -> §6 (must_remain_refused = yes)
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Which refusals are growth surfaces? -> §6 (proposal_allowed = yes)
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Which organ owns each refusal? -> §6 (owner)
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```
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> **The load-bearing distinction, repeated on purpose:** `correct refusal ≠ missing
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> capability`. A refusal that is the wrong=0 boundary working (a pronoun with no referent, a
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> system with no integer solution) must **stay refused**. The learning loop may only propose
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> against refusals that are genuine coverage gaps (§6). N4 encodes this per-family; N5 emits
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> proposals *only* for `proposal_allowed = true` rows.
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## 1. Merged baseline (verified on merged main)
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- R1 setup **7 / 0 / 3** · R1 answers **7 / 0 / 3** · 15-case **15 / 0 / 0**
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- R2 reader **10 setup_correct / 0 setup_wrong / 3 refused** · R2 gold **13 / 13 valid**
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(7 solved + 3 solver-refused + 3 reader-refused)
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- Serving **unchanged** (every PR's pinned-lane SHA check green)
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Two independent, off-serving setup compilers now exist with typed success/refusal states —
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enough substrate for a disciplined "think again" loop without LLM-style handwaving.
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## 2. R1 admitted families (`generate/quantitative_comprehension.py`)
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Relational single-quantity arithmetic, graded by `evals/setup_oracle` + the independent
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`evals/relational_metric` oracle. **7 families:** fact; more/fewer-than; times-as-many;
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half-as-many (exact divide); multi-step chain; aggregate-then-divide partition; additive
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aggregate-query; narrow inverse (base of a more/fewer-than). All compute exact integer answers.
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Detail: `r1-inventory-ledger-2026-06-07.md`.
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## 3. R1 remaining refusals (all correct wrong=0 boundaries)
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`r1-08` pronoun (no grounded referent) · `r1-09` ungrounded base (no grounded fact) · `r1-10`
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distractor (compound clause the `X has N unit` template cannot parse). Each must stay refused;
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admitting any would breach wrong=0. None is a coverage gap.
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## 4. R2 admitted families (`generate/constraint_comprehension/`)
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Two-category finite-integer count/weight systems: read → exact Cramer solve → answer-choice
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verify (with contradiction flagging). **6 families:** buses/seats, animals/legs, tickets/price,
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coins/value, boxes/capacity, vehicles/wheels. Detail: `r2-inventory-ledger-2026-06-07.md`, ADR-0211.
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## 5. R2 remaining refusals
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- **Reader (gold-backed):** `too_many_categories` (>2), `missing_total_count`,
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`missing_weighted_total`. Defensive (constructed-test): `coefficient_unit_mismatch`,
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`coefficient_conflict`, `category_pair_not_found`, `query_target_not_a_category`.
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- **Solver:** `indistinguishable_weights`, `non_integer_solution`, `negative_solution`,
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`verification_failed`.
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- **Answer-choice:** `no_matching_option`, `ambiguous_options`, `unknown_provided_label`,
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`unparseable_option`, `no_options`; plus the `contradiction` **verdict** (not a refusal).
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## 6. Cross-organ refusal taxonomy draft (formalized by N4)
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First-pass mapping of the full refusal surface to the failure-family vocabulary, with
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`must_remain_refused` (correct boundary) and `proposal_allowed` (growth surface) and `owner`.
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N4 turns this into the executable registry; N5 emits proposals **only** for `proposal_allowed`.
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| Family | Evidenced by | owner | must_remain_refused | proposal_allowed |
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|---|---|---|---|---|
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| `ambiguous_referent` | R1 pronoun `unreadable_quantity_clause` | r1 | **yes** | no (needs entity-resolution design) |
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| `ungrounded_base` | R1 `unit_unbound`, `no_single_quantity_query` | r1 | **yes** | no |
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| `unsupported_distractor_clause` | R1 `r1-10` `unreadable_quantity_clause` | r1 | **yes** | no (until same-unit target isolation) |
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| `unit_incompatible` | R1 `unit_mismatch`, R2 `coefficient_unit_mismatch` | cross | **yes** | no |
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| `unsupported_system_size` | R2 `too_many_categories` | r2 | **yes** | no (until ≥3-var solver, R3) |
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| `missing_category_pair` | R2 `category_pair_not_found` | r2 | no | **yes** (propose category-pair fixture) |
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| `missing_attribute_coefficient` | *(reserved — no emitter yet)* | r2 | no | **yes** |
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| `missing_total_count` | R2 `missing_total_count` | r2 | no | **yes** (propose count-constraint fixture) |
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| `missing_weighted_total` | R2 `missing_weighted_total` | r2 | no | **yes** (propose weighted-total fixture) |
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| `indistinguishable_weights` | R2 solver | r2 | **yes** | no |
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| `non_integer_solution` | R2 solver | r2 | **yes** | no |
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| `negative_solution` | R2 solver | r2 | **yes** | no |
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| `answer_key_contradiction` | R2 answer-choice `contradiction` verdict | r2 | n/a | no — **action: report contradiction** |
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| `input_shape` | R1 `non_digit_quantity`/`non_identifier_name`/`no_quantity_template`; R2 `query_target_not_a_category` | cross | **yes** | no |
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**Reserved (forward-declared, no current emitter):** `missing_attribute_coefficient`,
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`unsupported_rate_duration`, `unsupported_temporal_state` — named so the registry is complete,
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but not reachable until R3 introduces rate/temporal frames.
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## 7. Next contemplation batch (N2–N6)
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```text
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N2 core/comprehension_attempt/ typed ComprehensionAttempt (organ + outcome + refusal_reason + family + signature + evidence)
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N3 setup router try R1 then R2; exactly-one setup_correct -> use; else typed refusal
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N4 failure-family registry executable form of §6 (must_remain_refused / proposal_allowed / owner)
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N5 proposal-only emitter teaching/proposals/comprehension_failures/<content_hash>.json — never mounted
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N6 generate/contemplation/ v0 single bounded pass chain: route -> classify -> terminal -> maybe emit
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```
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## 8. Non-claims / boundaries
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- This is **not** a new capability batch. R1/R2 capability is unchanged; N2–N6 add a *growth
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organ*, not new math.
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- `setup_wrong` / `answer_wrong` stay **0**; serving stays unchanged.
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- **No self-modification.** The loop's terminal action is at most a *proposal-only* artifact.
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It cannot ratify, mount, alter a reader, or modify tests except by a human-reviewed PR.
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The alignment is `failure → classification → proposal → review → ratification`, never
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`failure → self-patch`. (CLAUDE.md teaching-safety; ADR-0055/0056/0057.)
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- R2 generalization to real GSM8K prose remains **R3**, not claimed here.
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66
tests/test_comprehension_attempt.py
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66
tests/test_comprehension_attempt.py
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"""Tests for the shared ComprehensionAttempt normalizer (N2).
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Pins that `classify_r1` / `classify_r2` faithfully normalize each organ's output against the
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existing gold: well-formed fixtures → `setup_correct` with a deterministic signature; refused
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fixtures → `setup_refused` carrying the organ's typed reason. No gold comparison, no solving.
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"""
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from __future__ import annotations
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import dataclasses
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import pytest
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from core.comprehension_attempt import classify_r1, classify_r2
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from evals.constraint_oracle.runner import _load_r2_gold
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from evals.setup_oracle.runner import _load_r1_gold
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def test_classify_r2_matches_gold_expect() -> None:
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for fx in _load_r2_gold():
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att = classify_r2(fx["text"], case_id=fx["id"])
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assert att.organ == "r2_constraints"
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if fx["expect"] in ("solved", "solver_refuses"):
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assert att.outcome == "setup_correct", f"{fx['id']}: {att.refusal_reason}"
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assert att.setup_signature is not None
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else: # reader_refuses
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assert att.outcome == "setup_refused"
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assert att.refusal_reason == fx["reader_reason"], fx["id"]
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def test_classify_r1_admits_seven_refuses_three() -> None:
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attempts = [classify_r1(fx["text"], case_id=fx["id"]) for fx in _load_r1_gold()]
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correct = [a for a in attempts if a.outcome == "setup_correct"]
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refused = [a for a in attempts if a.outcome == "setup_refused"]
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assert len(correct) == 7 and len(refused) == 3
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assert all(a.organ == "r1_quantitative" for a in attempts)
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assert all(a.setup_signature is not None for a in correct)
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assert all(a.refusal_reason for a in refused)
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def test_classify_r1_specific_inverse_and_pronoun() -> None:
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inverse = classify_r1("Nia has 9 more beads than Omar. Nia has 15 beads. How many beads does Omar have?")
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assert inverse.outcome == "setup_correct"
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pronoun = classify_r1("Pat has 5 marbles. He has 3 more than her. How many marbles does she have?")
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assert pronoun.outcome == "setup_refused" and pronoun.refusal_reason is not None
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def test_signatures_are_deterministic() -> None:
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text = next(f for f in _load_r2_gold() if f["expect"] == "solved")["text"]
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assert classify_r2(text).setup_signature == classify_r2(text).setup_signature
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def test_attempt_is_frozen() -> None:
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att = classify_r2("A school rents 6 buses. How many large buses are there?")
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with pytest.raises(dataclasses.FrozenInstanceError):
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att.outcome = "setup_correct" # type: ignore[misc]
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def test_classify_does_not_import_evals() -> None:
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# core/comprehension_attempt must not depend on evals (runtime must not import the harness).
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import inspect
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import core.comprehension_attempt.classify as m
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source = inspect.getsource(m)
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assert "import evals" not in source and "from evals" not in source
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