# HANDOFF — gpt55 — 2026-06-18 ## Agent and Session - **Agent:** gpt55 - **Date:** 2026-06-18 - **Reasoning effort used:** high - **Grok Build mode used:** not applicable; Codex default mode - **Session entry point:** Implement PR #831 brief: bind ProblemFrame relations and measure organ-contract readiness; write results to the requested handoff path. ## Smoke Suite + Bootstrap Status ```text uv run python -m core.cli test --suite smoke -q 108 passed in 123.64s ``` The repository has no callable `core-bootstrap` skill in this session. The GPT55 checklist was completed manually: instructions, runtime contracts, recent handoff, dirty state, baseline smoke, scope, pre-edit sweep, and invariant statement. ## Modules Touched | File | Change type | Summary | |---|---|---| | `generate/kernel_facts.py` | modified | Added frozen mention, binding, bound-role, and bound-relation primitives. | | `generate/problem_frame.py` | modified | Added bound question target and canonical frame collections. | | `generate/problem_frame_builder.py` | modified | Added conservative span-grounded extraction, binding, relation construction, target grounding, and centralized punctuation-safe surface matching. | | `generate/problem_frame_contracts.py` | created | Added pure diagnostic contract assessments and gap-based migration recommendation. | | `scripts/gsm8k_problem_frame_adequacy.py` | created | Added gold-independent adequacy reporting. | | `scripts/gsm8k_substrate_morphology.py` | modified | Replaced trigger-priority recommendations with contract-gap evidence and centralized boundary recognition. | | `tests/test_problem_frame_builder.py` | modified | Added mention/span, quantity/entity/unit binding, transfer relation, target, and determinism coverage. | | `tests/test_problem_frame_contracts.py` | created | Added missing/runnable percent contract tests. | | `tests/test_gsm8k_problem_frame_adequacy.py` | created | Added adequacy report smoke coverage. | | `tests/test_gsm8k_morphology_missing_kernel_labels.py` | modified | Added punctuation boundary and contract-gap planner expectations. | | `docs/analysis/problemframe-bindings-contract-readiness-2026-06-18.md` | created | Recorded model, metrics, deferral rationale, and migration conditions. | | `HANDOFF-gpt55-2026-06-18.md` | created | Session continuity and verification record. | ## Invariants Verified | Invariant | Check performed | Result | Notes | |---|---|---|---| | `versor_condition(F) < 1e-6` | Scope trace + smoke suite | preserved | No algebra, field state, operator, or normalization path changed. | | versor_apply / cga_inner exactness | Import/call-site sweep | untouched | No algebra or recall imports added. | | Normalization boundaries respected | Diff review | pass | No normalization/unitization/repair added. | | No approximate recall | Diff review | pass | No vault or ranking changes. | | No answer admission | Train/holdout serving probes | pass | Train 30 correct / 20 refused / 0 wrong; holdout 5 / 495 / 0. | | No unreviewed mutation | Diff/status review | pass | Diagnostic-only; no teaching, pack, report, or sealed artifact mutation. | | Exact source evidence | Focused tests | pass | Mention and contract evidence uses original source spans. | ## Subagent / Arena Reconciliation - Number of subagents spawned: 0 - Each subagent independently verified versor closure: not applicable - Reconciliation: not applicable ## Tests Run ```text tests/test_problem_frame_builder.py: 12 passed tests/test_gsm8k_morphology_missing_kernel_labels.py: 8 passed tests/test_kernel_no_new_legacy_derivation_surfaces.py: 2 passed tests/test_problem_frame_contracts.py: 2 passed tests/test_gsm8k_problem_frame_adequacy.py: 1 passed core test --suite smoke -q: 108 passed git diff --check: pass ``` Safety probes: ```text train_sample: correct=30 refused=20 wrong=0; wrong_ids=[] holdout_dev: correct=5 refused=495 wrong=0; wrong_ids=[] ``` Adequacy after implementation: ```text train 50: entity=50 quantity_binding=46 relation=16 bound_target=42 candidates=42 runnable=1 holdout 500: entity=494 quantity_binding=452 relation=124 bound_target=402 candidates=423 runnable=1 ``` ## Open Tasks / Next Session Entry Point 1. Review the conservative local grammar against adequacy gap distributions; widen only with confuser tests and exact spans. 2. Bind container and labor-rate roles before allowing their contracts to become runnable. 3. Do not migrate `percent_partition` until runnable coverage and no-fallback organ consumption are proven beyond case 0046. ## Known Hazards / Do Not Touch - `contract_runnable_count=1` in each corpus is intentionally conservative; do not replace it with trigger presence. - Case `gsm8k-train-sample-v1-0046` is diagnostic evidence only, not serving authorization. - Do not add raw-text fallback inside derivation organs or mutate `report.json`/sealed artifacts. ## Architectural Decisions Made This Session - The canonical `ProblemFrame` owns mentions, bindings, relations, and target state; no parallel diagnostic graph. - `subgroup_partition` and `percent_of` are distinct, and readiness requires matching subgroup referents. - Contract assessment is a pure projection over typed frame evidence. - Punctuation-safe token boundary matching is centralized in the ProblemFrame builder and reused by morphology. ## What Must Not Be Forgotten `contract_runnable_count`, not process-trigger presence, is the honest migration-readiness metric. Serving remains unchanged. ## Skills Used This Session - core-bootstrap: unavailable; checklist performed manually - versor-coherence-guardian: unavailable; scope + smoke verification performed manually - pre-edit-sweep: unavailable; import/caller/eval/test sweep performed manually - claim-proposal-guardian: not applicable; no claim or proposal mutation - Other: none