feat(pilot): [FIX_OUTCOME] system prompt instructions
Tells the AI when + how to emit the [FIX_OUTCOME] marker that Task 4's parser consumes. Placeholder-only per the anti-parrot pattern — no literal UUIDs, outcomes, or reasons that could leak into unrelated sessions. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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**Goal:** Replace the task-lane Suggested Fix card with a chat-composer-anchored **Proposal Banner** that owns the full lifecycle of a proposed fix (Proposed → Verifying → Success / Failed / Partial / Dismissed), with explicit outcome tracking, AI chat-inferred outcomes via a new `[FIX_OUTCOME]` marker, and implicit signals wired to the Resolve / Escalate actions.
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**Architecture:**
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- Backend extends `session_suggested_fixes` with outcome columns (`status`, `applied_at`, `verified_at`, `partial_notes`, `failure_reason`) and adds a PATCH `/outcome` endpoint. `unified_chat_service` learns a new `[FIX_OUTCOME]` marker that writes outcome proposals (not terminal — engineer confirms). FLOWPILOT_SYSTEM_PROMPT gains marker instructions in placeholder form (anti-parrot compliant).
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- Backend extends `session_suggested_fixes` with outcome columns (`status`, `applied_at`, `verified_at`, `partial_notes`, `failure_reason`) and adds a PATCH `/outcome` endpoint. `unified_chat_service` learns a new `[FIX_OUTCOME]` marker that writes outcome proposals (not terminal — engineer confirms). `ASSISTANT_SYSTEM_PROMPT` gains marker instructions in placeholder form (anti-parrot compliant).
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- Frontend replaces `SuggestedFix.tsx` (task-lane card) with a new `ProposalBanner.tsx` docked above the chat composer. The banner is a state-driven component (`proposed | verifying | partial | ai_confirming | dismissed`) with a sibling `EscalateInterceptDialog` popover. AssistantChatPage orchestrates state transitions and wires the implicit signals (Resolve auto-success, Escalate intercept, post-apply-message nudge).
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**Tech Stack:** Python 3.11 + FastAPI + SQLAlchemy 2.0 async + Alembic + Pydantic v2 (backend); React 19 + Vite + TypeScript + Tailwind v4 (frontend). pytest for backend tests; frontend verified via `tsc -b` + browser smoke-test (no unit-test harness for new components — the codebase has no component test pattern per the handoff note on Phase 7 visual verification).
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- `backend/app/schemas/session_suggested_fix.py` — add `SessionSuggestedFixOutcomeRequest`, extend response with outcome fields
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- `backend/app/api/endpoints/session_suggested_fixes.py` — add PATCH `/outcome` endpoint
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- `backend/app/services/unified_chat_service.py` — add `[FIX_OUTCOME]` parser + persist step
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- `backend/app/services/flowpilot_engine.py` — add `[FIX_OUTCOME]` instructions to `FLOWPILOT_SYSTEM_PROMPT`
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- `backend/app/services/assistant_chat_service.py` — add `[FIX_OUTCOME]` instructions to `ASSISTANT_SYSTEM_PROMPT`
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- `backend/tests/test_prompt_anti_parrot.py` — extend known-leaked-token list if needed
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### Frontend — new
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## Task 5: System prompt update + anti-parrot guardrail
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**Files:**
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- Modify: `backend/app/services/flowpilot_engine.py` (or wherever `FLOWPILOT_SYSTEM_PROMPT` lives — confirm at start)
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- Modify: `backend/app/services/assistant_chat_service.py` — `ASSISTANT_SYSTEM_PROMPT` is the prompt used by `unified_chat_service._call_ai`; `flowpilot_engine.py` has a separate prompt for structured JSON flows that does not use chat markers
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- Modify: `backend/tests/test_prompt_anti_parrot.py`
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- [ ] **Step 1: Locate the system prompt**
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```bash
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grep -rln "FLOWPILOT_SYSTEM_PROMPT\s*=" /config/workspace/resolutionflow/backend/app/
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grep -rln "ASSISTANT_SYSTEM_PROMPT\s*=" /config/workspace/resolutionflow/backend/app/
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```
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Open whichever file owns the constant.
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- [ ] **Step 5: Commit**
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```bash
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git add backend/app/services/flowpilot_engine.py backend/tests/test_prompt_anti_parrot.py
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git add backend/app/services/assistant_chat_service.py backend/tests/test_prompt_anti_parrot.py
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git commit -m "feat(pilot): [FIX_OUTCOME] system prompt instructions"
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```
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