charieswei
/
TradingAgents
mirror of https://github.com/TauricResearch/TradingAgents.git
1
0
Fork 0
Code Issues Packages Projects Releases Wiki Activity
TradingAgents/docs/specs/news/status.md

12 KiB
Raw Blame History

News Domain Completion - Progress Status

Overview

Feature: News Domain Final 5% Completion
Status: Ready for Implementation
Total Estimated Time: 12-16 hours with AI assistance
Target Timeline: 3-4 days
Current Progress: 95% complete (infrastructure ready)

Progress Summary

Overall Completion: 0% (95% + 0% of final 5%)

Phase Status Progress Duration Completion
Phase 1: Foundation ⏳ Not Started 0/3 tasks 0h/4-7h ⬜⬜⬜⬜⬜⬜⬜
Phase 2: Data Access ⏳ Not Started 0/1 tasks 0h/2-3h ⬜⬜⬜
Phase 3: LLM Integration ⏳ Not Started 0/3 tasks 0h/5-8h ⬜⬜⬜⬜⬜⬜⬜⬜
Phase 4: Scheduling ⏳ Not Started 0/2 tasks 0h/4-6h ⬜⬜⬜⬜⬜⬜
Phase 5: Validation ⏳ Not Started 0/2 tasks 0h/3-5h ⬜⬜⬜⬜⬜

Legend: ✅ Complete | 🟡 In Progress | ⏳ Not Started | ❌ Blocked

Task Status Tracking

Phase 1: Foundation (0% Complete)

⏳ T001: Database Migration - NewsJobConfig Table

  • Status: Not Started
  • Priority: Critical
  • Estimated: 1-2 hours
  • Dependencies: None
  • Progress: 0%
  • Acceptance Criteria: 0/4 completed
    • news_job_configs table created with UUID primary key
    • JSONB fields for symbols and categories with validation
    • Proper indexes for enabled/frequency queries
    • Migration script tests with rollback capability
  • Blocking Issues: None
  • Next Actions: Create Alembic migration script

⏳ T002: Enhance NewsArticle Entity - Sentiment and Embeddings

  • Status: Not Started
  • Priority: Critical
  • Estimated: 2-3 hours
  • Dependencies: T001
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • Add sentiment_score, sentiment_confidence, sentiment_label fields
    • Add title_embedding and content_embedding vector fields
    • Enhanced validate() method with sentiment range checks
    • Updated transformations for vector handling
    • Embedding dimension validation (1536)
  • Blocking Issues: None
  • Next Actions: Extend NewsArticle dataclass

⏳ T003: Create NewsJobConfig Entity

  • Status: Not Started
  • Priority: Critical
  • Estimated: 1-2 hours
  • Dependencies: T001
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • NewsJobConfig dataclass with all required fields
    • Business rule validation for job configuration
    • Cron expression validation for frequency
    • Symbol list validation
    • JSON serialization for database storage
  • Blocking Issues: None
  • Next Actions: Create new entity file

Phase 2: Data Access (0% Complete)

⏳ T004: Enhance NewsRepository - Vector and Job Operations

  • Status: Not Started
  • Priority: Critical
  • Estimated: 2-3 hours
  • Dependencies: T002, T003
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • Vector similarity search with cosine distance
    • Batch embedding update operations
    • NewsJobConfig CRUD methods
    • Optimized query performance for vector operations
    • Proper async connection handling
  • Blocking Issues: Waiting for T002, T003
  • Next Actions: Extend NewsRepository class

Phase 3: LLM Integration (0% Complete)

⏳ T005: OpenRouter Client - Sentiment Analysis

  • Status: Not Started
  • Priority: Critical
  • Estimated: 2-3 hours
  • Dependencies: T002
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • OpenRouter API integration for sentiment analysis
    • Structured prompts for financial news sentiment
    • Response parsing with Pydantic models
    • Error handling with graceful fallbacks
    • Retry logic with exponential backoff
  • Blocking Issues: Waiting for T002
  • Next Actions: Create OpenRouter sentiment client

⏳ T006: OpenRouter Client - Vector Embeddings

  • Status: Not Started
  • Priority: Critical
  • Estimated: 1-2 hours
  • Dependencies: T002
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • OpenRouter embeddings API integration
    • Text preprocessing for embedding generation
    • Batch processing for multiple articles
    • 1536-dimensional vector validation
    • Proper error handling and retries
  • Blocking Issues: Waiting for T002
  • Next Actions: Create OpenRouter embeddings client

⏳ T007: Enhance NewsService - LLM Integration

  • Status: Not Started
  • Priority: Critical
  • Estimated: 2-3 hours
  • Dependencies: T005, T006
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • Replace keyword sentiment with LLM analysis
    • Add embedding generation to article processing
    • End-to-end article processing pipeline
    • Proper error handling and fallback strategies
    • Integration with existing service methods
  • Blocking Issues: Waiting for T005, T006
  • Next Actions: Integrate LLM clients into NewsService

Phase 4: Scheduling (0% Complete)

⏳ T008: APScheduler Integration - Job Scheduling

  • Status: Not Started
  • Priority: High
  • Estimated: 3-4 hours
  • Dependencies: T003, T004, T007
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • APScheduler setup with PostgreSQL job store
    • Scheduled job execution with proper error handling
    • Job configuration loading and validation
    • Status monitoring and failure recovery
    • CLI integration for job management
  • Blocking Issues: Waiting for T003, T004, T007
  • Next Actions: Implement ScheduledNewsCollector

⏳ T009: CLI Integration - Job Management Commands

  • Status: Not Started
  • Priority: Medium
  • Estimated: 1-2 hours
  • Dependencies: T008
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • CLI commands for job creation/management
    • Manual job execution commands
    • Job status and monitoring commands
    • Integration with existing CLI structure
    • Proper error handling and user feedback
  • Blocking Issues: Waiting for T008
  • Next Actions: Extend CLI with news job commands

Phase 5: Validation (0% Complete)

⏳ T010: Integration Tests - End-to-End Workflow

  • Status: Not Started
  • Priority: High
  • Estimated: 2-3 hours
  • Dependencies: T007, T008
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • End-to-end workflow tests from RSS to vector storage
    • Agent integration tests via AgentToolkit
    • Performance tests for daily collection volumes
    • Error recovery and fallback tests
    • Test coverage maintained above 85%
  • Blocking Issues: Waiting for T007, T008
  • Next Actions: Create comprehensive integration test suite

⏳ T011: Documentation and Monitoring

  • Status: Not Started
  • Priority: Medium
  • Estimated: 1-2 hours
  • Dependencies: T010
  • Progress: 0%
  • Acceptance Criteria: 0/5 completed
    • Updated API documentation for new methods
    • Job scheduling configuration examples
    • Performance monitoring dashboard queries
    • Troubleshooting guide for common issues
    • Agent integration documentation
  • Blocking Issues: Waiting for T010
  • Next Actions: Update documentation and monitoring

Success Criteria Validation

Technical Requirements Status

  • OpenRouter-only LLM Integration: Not started
  • Vector Embeddings with pgvectorscale: Not started
  • APScheduler Job Execution: Not started
  • Test Coverage >85%: Baseline established (needs monitoring)
  • Query Performance <100ms: Not tested
  • Vector Search Performance <1s: Not tested
  • Backward Compatibility: Not validated

Functional Requirements Status

  • Sentiment Analysis Pipeline: Not implemented
  • Embedding Generation Pipeline: Not implemented
  • Scheduled News Collection: Not implemented
  • CLI Job Management: Not implemented
  • AgentToolkit Integration: Not validated
  • Error Handling & Fallbacks: Not implemented

Quality Requirements Status

  • TDD Implementation: Process defined, not applied
  • Layered Architecture: Pattern defined, not validated
  • Async Connection Pooling: Not implemented
  • Production Monitoring: Not implemented
  • Documentation Completeness: Not updated

Current Blocking Issues

Critical Blockers

None currently - All dependencies are internal to this implementation

Potential Risk Areas

  1. OpenRouter API Access: Requires valid API keys and model access
  2. Database Migration: Need proper PostgreSQL permissions for schema changes
  3. Vector Extension: pgvectorscale must be properly installed and configured
  4. Performance Testing: Need realistic data volumes for benchmark validation

Weekly Progress Targets

Week 1 Target (Days 1-2)

  • Goal: Complete Phase 1 & 2 (Foundation + Data Access)
  • Expected Completion: T001, T002, T003, T004
  • Target Progress: 45% overall completion

Week 1 Target (Days 3-4)

  • Goal: Complete Phase 3 & 4 (LLM Integration + Scheduling)
  • Expected Completion: T005, T006, T007, T008, T009
  • Target Progress: 90% overall completion

Week 2 Target (Day 1)

  • Goal: Complete Phase 5 (Validation)
  • Expected Completion: T010, T011
  • Target Progress: 100% overall completion

Metrics Dashboard

Code Coverage

  • Current: 95% (existing infrastructure)
  • Target: >85% (including new functionality)
  • Status: ⏳ Pending implementation

Performance Benchmarks

  • Query Performance: Not measured (Target: <100ms)
  • Vector Search: Not measured (Target: <1s)
  • Batch Processing: Not measured (Target: TBD)
  • Status: ⏳ Pending implementation

Test Execution

  • Unit Tests: 0/11 tasks have tests
  • Integration Tests: 0/11 tasks have integration tests
  • VCR Tests: 0/3 API clients have VCR tests
  • Status: ⏳ Pending implementation

Communication & Reporting

Daily Standup Format

Yesterday: [Tasks completed with IDs]
Today: [Tasks planned with IDs] 
Blockers: [Any issues requiring attention]
Help Needed: [Specific areas for collaboration]

Weekly Status Report Format

Completed: [Phase progress with task counts]
In Progress: [Current focus areas]
Upcoming: [Next phase priorities]
Risks: [Technical or timeline concerns]
Metrics: [Coverage, performance, test results]

Milestone Checkpoints

  • Checkpoint 1 (End of Day 2): Foundation Complete (T001-T004)
  • Checkpoint 2 (End of Day 4): LLM Integration Complete (T005-T009)
  • Checkpoint 3 (End of Day 5): Full Implementation Complete (T001-T011)

Notes

Implementation Context

  • Building on 95% complete news domain infrastructure
  • Focus on OpenRouter-only LLM integration (no other providers)
  • Maintaining backward compatibility with AgentToolkit
  • Following established TDD and layered architecture patterns

Key Success Factors

  1. Incremental Progress: Validate each layer before proceeding
  2. Comprehensive Testing: Maintain test coverage throughout
  3. Performance Monitoring: Validate benchmarks at each step
  4. Error Resilience: Implement fallbacks for all LLM dependencies
  5. Documentation: Keep implementation and usage docs current

Last Updated

Date: 2024-08-30
By: System
Next Review: Daily during implementation

This status document will be updated as implementation progresses. Use this as a single source of truth for current progress and blocking issues.