TradingAgents/docs/specs/news/status.md

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1→# News Domain Completion - Implementation Status
2→
3→**Last Updated**: 2025-01-11
4→**Overall Progress**: 6.67% (1/15 tasks completed)
5→**Architecture**: Dagster orchestration + OpenRouter LLM + RAG vector search
6→
7→---
8→
9→## Current Phase
10→
11→**Phase 1: Entity Layer**
12→Status: In Progress
13→Progress: 50% (1/2 tasks completed)
14→Estimated Time Remaining: 1-2 hours
15→
16→---
17→
18→## Task Status Summary
19→
20→### Phase 1: Entity Layer (1/2 completed)
21→
22→| Task | Status | Priority | Time | Assigned | Completion | Completed At |
23→|------|--------|----------|------|----------|------------|--------------|
24→| T001: Enhance NewsArticle Dataclass | ✅ Completed | Critical | 1-2h | - | 100% | 2025-01-11 |
25→| T002: Database Migration - Sentiment Fields | ⬜ Not Started | Critical | 1h | - | 0% | - |
26→
27→### Phase 2: Repository Layer (0/2 completed)
28→
29→| Task | Status | Priority | Time | Assigned | Completion |
30→|------|--------|----------|------|----------|------------|
31→| T003: NewsRepository - Vector Similarity Search | ⬜ Not Started | Critical | 2-3h | - | 0% |
32→| T004: NewsRepository - Batch Embedding Updates | ⬜ Not Started | Medium | 1h | - | 0% |
33→
34→### Phase 3: LLM Integration (0/3 completed)
35→
36→| Task | Status | Priority | Time | Assigned | Completion |
37→|------|--------|----------|------|----------|------------|
38→| T005: OpenRouter Sentiment Client | ⬜ Not Started | Critical | 2-3h | - | 0% |
39→| T006: OpenRouter Embeddings Client | ⬜ Not Started | Critical | 1-2h | - | 0% |
40→| T007: Enhance NewsService - LLM Integration | ⬜ Not Started | Critical | 2-3h | - | 0% |
41→
42→### Phase 4: Dagster Orchestration (0/5 completed)
43→
44→| Task | Status | Priority | Time | Assigned | Completion |
45→|------|--------|----------|------|----------|------------|
46→| T008: Dagster Directory Structure | ⬜ Not Started | High | 30min | - | 0% |
47→| T009: Dagster Ops - News Collection | ⬜ Not Started | High | 2-3h | - | 0% |
48→| T010: Dagster Job - Daily News Collection | ⬜ Not Started | High | 1-2h | - | 0% |
49→| T011: Dagster Schedule - Daily Trigger | ⬜ Not Started | High | 1h | - | 0% |
50→| T012: Dagster Sensor - Failure Alerting | ⬜ Not Started | Medium | 1h | - | 0% |
51→
52→### Phase 5: Testing & Documentation (0/3 completed)
53→
54→| Task | Status | Priority | Time | Assigned | Completion |
55→|------|--------|----------|------|----------|------------|
56→| T013: Integration Tests - End-to-End Workflow | ⬜ Not Started | High | 2-3h | - | 0% |
57→| T014: Dagster Tests | ⬜ Not Started | Medium | 1h | - | 0% |
58→| T015: Documentation Updates | ⬜ Not Started | Medium | 1-2h | - | 0% |
59→
60→---
61→
62→## Dependency Graph
63→
64→```
65→T001 ─┬─→ T002 ──→ T003 ─────────→ T007 ──→ T009 ──→ T010 ──→ T013
66→ │ ↑ ↑ ↑ ↑
67→ │ │ │ │ │
68→ └──→ T005 ────────────────────┘ │ │ │
69→ T006 ──────────────────────────────┘ │ │
70→ T008 ──────────────────────────────────────┘ │
71→ T011 ───────────────────────────────────────────────┘
72→ T014 ───────────────────────────────────────────────┘
73→```
74→
75→**Critical Path**: T001 → T002 → T003 → T007 → T009 → T010 → T013
76→
77→**Parallel Opportunities**:
78→- T005 & T006 can be developed in parallel (LLM clients)
79→- T009, T010, T011 can be developed in parallel after T008 (Dagster components)
80→
81→---
82→
83→## Progress by Phase
84→
85→### Phase 1: Entity Layer
86→- **Status**: In Progress
87→- **Progress**: 50% (1/2 tasks)
88→- **Estimated Time**: 1-2 hours
89→- **Blockers**: None
90→- **Next Action**: Start T002 - Database Migration for Sentiment Fields
91→
92→### Phase 2: Repository Layer
93→- **Status**: Not Started
94→- **Progress**: 0% (0/2 tasks)
95→- **Estimated Time**: 2-3 hours
96→- **Blockers**: T001, T002 must complete first
97→- **Next Action**: Waiting for Phase 1 completion
98→
99→### Phase 3: LLM Integration
100→- **Status**: Not Started
101→- **Progress**: 0% (0/3 tasks)
102→- **Estimated Time**: 4-5 hours
103→- **Blockers**: T001 must complete for client development
104→- **Next Action**: Can start T005 & T006 in parallel after T001
105→
106→### Phase 4: Dagster Orchestration
107→- **Status**: Not Started
108→- **Progress**: 0% (0/5 tasks)
109→- **Estimated Time**: 3-4 hours
110→- **Blockers**: T007 must complete for ops/jobs, T008 has no dependencies
111→- **Next Action**: Can start T008 anytime (directory structure)
112→
113→### Phase 5: Testing & Documentation
114→- **Status**: Not Started
115→- **Progress**: 0% (0/3 tasks)
116→- **Estimated Time**: 2-3 hours
117→- **Blockers**: T007, T010 must complete for integration testing
118→- **Next Action**: Waiting for earlier phases
119→
120→---
121→
122→## Test Coverage Status
123→
124→**Current Coverage**: Baseline (from 95% complete infrastructure)
125→**Target Coverage**: ≥85%
126→**New Code Coverage**: 0% (no new code yet)
127→
128→### Coverage by Component
129→
130→| Component | Coverage | Target | Status |
131→|-----------|----------|--------|--------|
132→| NewsArticle (Entity) | - | ≥85% | ⬜ Pending |
133→| NewsRepository (RAG) | - | ≥85% | ⬜ Pending |
134→| OpenRouter Sentiment Client | - | ≥85% | ⬜ Pending |
135→| OpenRouter Embeddings Client | - | ≥85% | ⬜ Pending |
136→| NewsService (LLM Integration) | - | ≥85% | ⬜ Pending |
137→| Dagster Ops | - | ≥85% | ⬜ Pending |
138→| Dagster Jobs | - | ≥85% | ⬜ Pending |
139→
140→---
141→
142→## Performance Benchmarks
143→
144→### Current Performance
145→- **Query Time (30-day lookback)**: Not measured yet
146→- **Vector Search (top-10)**: Not measured yet
147→- **Batch Insert (50 articles)**: Not measured yet
148→
149→### Target Performance
150→- **Query Time**: < 2 seconds for 30-day lookback
151- **Vector Search**: < 1 second for top-10 results
152- **Batch Insert**: < 5 seconds for 50 articles
153
154→### Performance Test Status
155- [ ] Query performance baseline established
156- [ ] Vector search performance baseline established
157- [ ] Batch insert performance baseline established
158- [ ] All performance targets met
159
160---
161
162→## Risk Assessment
163
164→### High Risk Items
1651. **OpenRouter API Availability** - Mitigated with fallback strategies (keyword sentiment, zero vectors)
1662. **Vector Search Performance** - Mitigated with proper pgvectorscale indexes
1673. **Dagster Integration Complexity** - Mitigated with incremental testing approach
168
169→### Medium Risk Items
1701. **LLM API Costs** - Monitor usage during development
1712. **Database Performance at Scale** - Test with realistic data volumes
1723. **Test Coverage Maintenance** - Enforce 85% coverage requirement
173
174→### Low Risk Items
1751. **Code Quality** - Enforced through TDD approach
1762. **Documentation** - Tracked as explicit task (T015)
1773. **Error Handling** - Comprehensive fallback strategies
178
179---
180
181→## Known Issues
182
183→### Blocking Issues
184None currently
185
186→### Non-Blocking Issues
187None currently
188
189→### Technical Debt
190- Existing keyword-based sentiment analysis should be replaced with LLM sentiment (tracked as T005)
191- No automated vector embedding generation currently (tracked as T006)
192- No scheduled news collection (tracked as T008-T012)
193
194---
195
196→## Milestone Schedule
197
198→### Milestone 1: Entity & Repository Foundation
199→**Target**: Day 1-2
200→**Tasks**: T001, T002, T003, T004
201→**Status**: In Progress
202→**Deliverables**:
203- NewsArticle dataclass with sentiment fields
204- Database migration for sentiment columns
205- RAG vector similarity search functional
206- Batch embedding updates operational
207
208→### Milestone 2: LLM Integration
209→**Target**: Day 2-3
210→**Tasks**: T005, T006, T007
211→**Status**: Not Started
212→**Deliverables**:
213- OpenRouter sentiment client operational with fallbacks
214- OpenRouter embeddings client operational with fallbacks
215- NewsService enrichment pipeline functional
216- find_similar_news() RAG method operational
217
218→### Milestone 3: Dagster Orchestration
219→**Target**: Day 3-4
220→**Tasks**: T008, T009, T010, T011, T012
221→**Status**: Not Started
222→**Deliverables**:
223- Dagster directory structure created
224- News collection op functional
225- Daily collection job operational
226- Schedule configured for 6 AM UTC
227- Failure sensor monitoring job
228
229→### Milestone 4: Testing & Documentation
230→**Target**: Day 4-5
231→**Tasks**: T013, T014, T015
232→**Status**: Not Started
233→**Deliverables**:
234- End-to-end integration tests passing
235- Dagster component tests passing
236- Performance benchmarks met
237- Documentation updated
238
239---
240
241→## Next Actions
242
243→### Immediate Next Steps (Today)
2441. **T002**: Start database migration for sentiment fields
2452. **T008**: Create Dagster directory structure in parallel (no dependencies)
246
247→### This Week
2481. Complete Phase 1 (Entity Layer)
2492. Start Phase 2 (Repository Layer)
2503. Begin Phase 3 (LLM Integration) in parallel
251
252→### Next Week
2531. Complete Phase 3 & 4 (LLM + Dagster)
2542. Complete Phase 5 (Testing & Documentation)
2553. Deploy and monitor Dagster schedules
256
257---
258
259→## Team Notes
260
261→### Development Environment
262- PostgreSQL + TimescaleDB + pgvectorscale running locally
263- OpenRouter API key configured
264- Dagster installation complete
265- Python 3.13 with mise/uv
266
267→### Communication
268- Spec documents updated to reflect Dagster architecture (spec-lite.md, design.md, tasks.md)
269- APScheduler references removed from all specs
270- Architecture aligned with project roadmap
271
272→### Resources Needed
273- OpenRouter API access for development/testing
274- Test database with sample news articles
275- Dagster UI for monitoring during development
276
277---
278
279→## Success Criteria Checklist
280
281→**Technical Success**:
282- [ ] Test coverage 85% maintained
283- [ ] Query performance <2s for 30-day lookback
284- [ ] Vector search <1s for top-10 results
285- [ ] Zero breaking changes to AgentToolkit
286- [ ] Dagster jobs execute successfully
287
288→**Functional Success**:
289- [ ] OpenRouter sentiment analysis operational
290- [ ] Vector embeddings enable semantic search
291- [ ] Dagster schedules running daily
292- [ ] Agent context enriched with sentiment
293
294→**Quality Success**:
295- [x] 1/15 tasks completed
296- [ ] All acceptance criteria met
297- [ ] Comprehensive error handling
298- [ ] Production-ready monitoring
299- [ ] Complete documentation
300
301---
302
303→**Status Key**:
304- Not Started
305- 🔄 In Progress
306- Completed
307- 🚫 Blocked
308- At Risk
309
310→**Last Status Update**: 2025-01-11 - T001 completed, updated progress tracking