# Social Media Domain Implementation Status

## Project Overview

**Feature:** Complete socialmedia domain implementation from empty stubs to production  
**Total Estimated Time:** 32 hours across 3 phases  
**Approach:** Parallel development with multiple AI agents  
**Target:** >85% test coverage, PostgreSQL migration, PRAW Reddit integration, OpenRouter LLM sentiment analysis

---

## Progress Summary

| Phase | Status | Completed | Total | Progress | Est. Time |
|-------|--------|-----------|-------|----------|-----------|
| **Phase 1: Foundation** | 🟡 Not Started | 0 | 4 | 0% | 12h |
| **Phase 2: API Integration** | 🟡 Not Started | 0 | 4 | 0% | 12h |  
| **Phase 3: Integration** | 🟡 Not Started | 0 | 3 | 0% | 8h |
| **Overall Progress** | 🟡 Not Started | **0** | **11** | **0%** | **32h** |

---

## Phase 1: Foundation (12 hours)

### 🏗️ Database & Core Models

| Task | Agent | Status | Progress | Time | Priority |
|------|-------|--------|----------|------|----------|
| **1.1** Database Schema Migration | Database Specialist | 🟡 Not Started | 0% | 3h | 🔴 Blocking |
| **1.2** SQLAlchemy Entity Implementation | Entity Specialist | 🟡 Not Started | 0% | 3h | 🔴 Blocking |  
| **1.3** Domain Model Enhancement | Domain Specialist | 🟡 Not Started | 0% | 3h | 🔴 Blocking |
| **1.4** Repository Implementation | Repository Specialist | 🟡 Not Started | 0% | 3h | 🟠 Medium |

#### Phase 1 Dependencies
- Task 1.1 → Task 1.2 (Entity requires database schema)
- Task 1.4 depends on Tasks 1.1 + 1.2
- Task 1.3 can run parallel with others

#### Phase 1 Acceptance Criteria
- [ ] PostgreSQL table `social_media_posts` with TimescaleDB + pgvectorscale
- [ ] SocialMediaPostEntity with proper field mappings and transformations  
- [ ] SocialPost domain model with validation and business rules
- [ ] SocialRepository with vector similarity search and sentiment aggregation

---

## Phase 2: API Integration & Processing (12 hours)

### 🔌 Clients & Services

| Task | Agent | Status | Progress | Time | Priority |
|------|-------|--------|----------|------|----------|
| **2.1** Reddit Client Implementation | API Integration Specialist | 🟡 Not Started | 0% | 4h | 🔴 Blocking |
| **2.2** OpenRouter Sentiment Analysis | LLM Integration Specialist | 🟡 Not Started | 0% | 3h | 🟠 Medium |
| **2.3** Vector Embedding Generation | ML Integration Specialist | 🟡 Not Started | 0% | 2h | 🟠 Medium |
| **2.4** Service Layer Implementation | Service Integration Specialist | 🟡 Not Started | 0% | 3h | 🟠 Medium |

#### Phase 2 Dependencies  
- All tasks can run in parallel initially
- Task 2.4 depends on completion of Tasks 2.1, 2.2, 2.3

#### Phase 2 Acceptance Criteria
- [ ] PRAW Reddit client with rate limiting and error handling
- [ ] OpenRouter sentiment analysis with social media-specific prompts
- [ ] Vector embeddings (1536-dim) for titles and content using text-embedding-3-large
- [ ] SocialMediaService orchestrating collection, sentiment, and embeddings

---

## Phase 3: Integration & Validation (8 hours)

### 🎯 AgentToolkit & Pipeline

| Task | Agent | Status | Progress | Time | Priority |
|------|-------|--------|----------|------|----------|
| **3.1** AgentToolkit Integration | Agent Integration Specialist | 🟡 Not Started | 0% | 3h | 🔴 High |
| **3.2** Dagster Pipeline Implementation | Pipeline Specialist | 🟡 Not Started | 0% | 2h | 🟠 Medium |
| **3.3** Comprehensive Testing Suite | Testing Specialist | 🟡 Not Started | 0% | 3h | 🔴 High |

#### Phase 3 Dependencies
- Task 3.1 depends on Task 2.4 (SocialMediaService)
- Task 3.2 depends on Task 2.4
- Task 3.3 can start after any component is implemented

#### Phase 3 Acceptance Criteria
- [ ] AgentToolkit RAG methods: `get_reddit_sentiment()`, `get_reddit_stock_info()`, etc.
- [ ] Daily Dagster pipeline with sentiment analysis and embedding generation
- [ ] >85% test coverage with VCR cassettes and mocked dependencies

---

## Current Blocking Issues

| Issue | Impact | Affected Tasks | Resolution |
|-------|---------|----------------|------------|
| No active blocking issues | - | - | Ready to start Phase 1 |

---

## Implementation Readiness

### Prerequisites Status
| Requirement | Status | Notes |
|-------------|---------|-------|
| PostgreSQL + Extensions | ✅ Available | TimescaleDB + pgvectorscale ready |
| Reddit API Credentials | ⚠️ Required | Need REDDIT_CLIENT_ID, REDDIT_CLIENT_SECRET |
| OpenRouter API Access | ✅ Available | Existing OpenRouterClient integration |
| Database Migration System | ✅ Available | Existing migration infrastructure |
| Testing Framework | ✅ Available | pytest, pytest-vcr, pytest-asyncio |

### Risk Assessment
| Risk Level | Tasks | Mitigation |
|------------|-------|------------|
| 🔴 **High** | 2.1 (Reddit Client) | Use proven PRAW library, implement circuit breaker |
| 🟠 **Medium** | 1.1, 1.4, 2.2, 2.4 | Follow existing news domain patterns |
| 🟢 **Low** | 1.2, 1.3, 2.3, 3.1, 3.2, 3.3 | Standard implementation patterns |

---

## Key Success Metrics

### Technical Metrics
- [ ] **Database Performance:** <1s vector similarity queries for top 10 results
- [ ] **API Performance:** <2s social context generation for AI agents  
- [ ] **Processing Performance:** <5s batch processing for 1000 posts
- [ ] **Test Coverage:** >85% across all socialmedia domain components
- [ ] **Data Quality:** >80% posts with reliable sentiment analysis

### Integration Metrics
- [ ] **AgentToolkit Integration:** 4 RAG methods implemented and tested
- [ ] **Dagster Pipeline:** Daily automated collection with monitoring
- [ ] **Architecture Consistency:** Follows news domain patterns exactly
- [ ] **Error Resilience:** Graceful degradation on API failures

### Business Metrics
- [ ] **Data Collection:** 400+ posts collected daily from financial subreddits
- [ ] **Sentiment Analysis:** Structured scoring with confidence levels
- [ ] **Semantic Search:** Vector-based similarity search operational
- [ ] **Agent Context:** Rich social media context for trading decisions

---

## Next Steps

### Immediate Actions (Next Sprint)
1. **🚀 Start Phase 1:** Begin database schema migration (Task 1.1)
2. **📋 Environment Setup:** Configure Reddit API credentials 
3. **👥 Agent Assignment:** Assign specialized agents to parallel tasks
4. **📊 Progress Tracking:** Update status after each task completion

### Phase Transition Criteria
**Phase 1 → Phase 2:** All foundation tasks complete, database operational  
**Phase 2 → Phase 3:** Service layer operational, sentiment and embeddings working  
**Phase 3 → Production:** All tests passing, AgentToolkit integration complete

---

## Change Log

| Date | Change | Impact | Updated By |
|------|--------|---------|------------|
| 2024-08-30 | Initial status tracking setup | Baseline established | System |

---

## Notes and Observations

**Implementation Strategy:**
- Leverage existing news domain as reference implementation
- Prioritize blocking tasks (database, core models) first
- Enable parallel development in Phase 2 for efficiency  
- Comprehensive testing throughout to maintain >85% coverage

**Key Dependencies:**
- Reddit API reliability and rate limiting compliance
- OpenRouter LLM performance for sentiment analysis
- PostgreSQL vector extension performance at scale
- Integration with existing TradingAgents configuration

**Success Indicators:**
- Clean migration from file-based to PostgreSQL storage
- Reliable daily data collection without manual intervention
- AI agents receiving rich social context within performance targets
- Production-ready error handling and monitoring