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{"type":"assistant_message","payload":{"text":"<results>\n<files>\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/dualcoach/profile/checkin_cli/nutrition_onboarding.py - core onboarding state machine; `submit_answer`, `rewind_collection`, `record_reconciliation`, `replace_stale_reconciliation`, `revise_reconciliation_answer`, `attest_baseline`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/dualcoach/profile/checkin_cli/nutrition_onboarding_copy.py - field-type parsing and error copy; `parse_answer`, `answer_error`, `card`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/dualcoach/profile/checkin_cli/nutrition_onboarding_clarification_policy.py - canonical \"unknown/ambiguous\" classification; `canonicalize_answer`, `_valid_structured`, `_type_reasons`, `compile_clarification_policy`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/dualcoach/profile/checkin_cli/nutrition_onboarding_reconciliation.py - persisted clarification/correction record; `build_reconciliation`, `recompute_reconciliation`, `require_resolved_reconciliation`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/dualcoach/profile/checkin_cli/nutrition_onboarding_session.py - durable session load/save surface; `build_status`, `load_mutable_session`, `save_session`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/gateway/platforms/telegram_nutrition_onboarding_runtime_collection.py - live invalid-answer handling; `_handle_text_locked`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/gateway/platforms/telegram_nutrition_onboarding_runtime_publication.py - operator/customer publication routing; `_publish`, `_operator_attention_payload`, `recover_operator_status`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/gateway/platforms/telegram_nutrition_onboarding_runtime_callback.py - correction/handoff callbacks; `_handle_callback_locked`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/gateway/platforms/telegram_nutrition_onboarding_runtime_publication_transport.py - durable send/uncertain recovery; `_send_publication`, `_mark_unknown`, `publication_generation`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/gateway/platforms/telegram_nutrition_onboarding_operator_ack.py - persistent operator acknowledgement store; `GatewayOperatorAttentionStore.acknowledge`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/gateway/platforms/telegram_nutrition_onboarding_operator_recovery.py - gated operator-recovery capability loader; `load_operator_notification_recovery`\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/dualcoach/profile/tests/test_nutrition_onboarding_clarification_policy.py - best existing seams for ambiguous/invalid/correctable answers\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/dualcoach/profile/tests/test_nutrition_onboarding.py - end-to-end onboarding/revision/safety-hold seams\n- /home/cube/projects/richard/.worktrees/nutricoach-v150-combined/dualcoach/profile/tests/test_nutrition_onboarding_store.py - analogous durable uncertainty semantics (`UNCERTAIN`) for transport, not answer validation\n</files>\n\n<answer>\nWhat exists today:\n- Formal field-type \"I don't know\"/unknown handling already exists in parsing:\n  - structured fields map to `{\"status\":\"none\",\"items\":[]}` via `parse_answer`\n  - booleans support `확실하지 않음` -> `None`\n  - `target_weight_kg` / `target_date` accept none-like inputs\n  - `equation_sex_basis` has a decline path, but `submit_answer` rejects decline in `customer_v2`\n- Customer correction already exists, but only after reconciliation/attestation:\n  - `revise_reconciliation_answer` reopens one field and recomputes the reconciliation digest\n  - `rewind_collection` reopens earlier questions and drops later answers\n- Operator handoff without activation already exists as a publication/state pattern:\n  - `owner_review` and `safety_hold` are non-ready states\n  - publication carries `operator_attention_identity` / `operator_delivery_epoch`\n  - `GatewayOperatorAttentionStore` persists acknowledgements\n  - `recover_operator_status` can republish owner-facing cards durably\n\nWhat is missing:\n- No persistent invalid-answer attempt counter exists in the onboarding domain/session model.\n- No automatic \"after two failures, hand off to operator\" transition exists.\n- The text path currently just replies with `answer_error(...)` and returns; it does not persist failure counts.\n\nSmallest architecture-consistent design:\n1. Add a per-session/per-field attempt counter in the onboarding session JSON and expose it on `OnboardingStatus`.\n2. Increment it in the same locked path that currently rejects invalid text (`_handle_text_locked` / `submit_answer`).\n3. On first failure: keep current behavior, no state change.\n4. On second failure: transition into an existing non-activation operator-facing state (`owner_review` is the cleanest fit; `safety_hold` is reserved for clinical risk).\n5. Reuse the existing publication pipeline so the operator card is durably receipted and recoverable.\n6. Let later customer correction reuse the existing correction seam:\n   - if still in clarification flow, `revise_reconciliation_answer`\n   - if the operator rewinds the questionnaire, `rewind_collection`\n\nSafety risks:\n- Do not overload `safety_hold` for ordinary invalid input; it is already reserved for clinical clearance and owner-risk flows.\n- Keep counters durable and monotonic; replay/duplicate updates must not double-count.\n- Preserve digest binding; otherwise stale corrections will silently mutate the wrong answer.\n- Keep operator handoff publication gated by current authority/receipt, or recovery will desync.\n\nObservable test seams:\n- Unit-level parser seams: `parse_answer`, `answer_error`, `compile_clarification_policy`\n- State-machine seam: `NutritionOnboardingService.submit_answer`\n- Correction seam: `revise_reconciliation_answer`, `rewind_collection`\n- Gateway seam: `_handle_text_locked`, `_publish`, `_handle_callback_locked`\n- Durability seam: `load_mutable_session` / `save_session`, plus `GatewayOperatorAttentionStore`\n- Existing tests to extend:\n  - `test_mixed_ambiguity_and_invalid_value_compile_complete_ordered_issue_set`\n  - `test_noncanonical_equation_basis_keeps_clarification_and_requires_enum_resolution`\n  - `test_reconciliation_revision_is_digest_bound_and_customer_authorized`\n  - `test_customer_v2_group_submission_is_atomic_restartable_and_rewindable`\n  - `test_safety_hold_requires_scoped_owner_clinical_clearance`\n\nDecision-complete read:\n- Existing code already covers field-type unknown answers and later correction.\n- It does not yet persist invalid-attempt counts or auto-handoff after two failures.\n- The cleanest integration point is the existing collection handler plus the owner-review/safety-hold publication path, not a new parallel workflow.\n</answer>\n\n<next_steps>\nImplement the counter in the session document and wire the second-failure transition through the existing gateway publication path; add regression tests at the parser, service, and runtime seams above.\n</next_steps>\n</results>"}}
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