Changelog

[0.1.0] - 2024-11-16

Added - Week 1 POC Complete ✅

Core Multi-Agent System

• LangGraph supervisor pattern with 3 specialized agents:

  • Research Agent: Gathers company and market data

  • Writer Agent: Drafts memos following Hypernova template

  • Validator Agent: Rigorously evaluates quality (0-10 scale)

• State management with TypedDict schemas

• Conditional workflow routing (finalize vs. human review)

• Save drafts even when validation fails

Templates & Style Guides

• Complete 10-section investment memo template

• Comprehensive style guide with good/bad examples

• Hypernova-specific formatting and tone requirements

Web Search Integration (addressing POC limitation)

• Enhanced Research Agent with actual web search

• Support for multiple providers:

  • Tavily API (recommended, free tier available)

  • Perplexity API (excellent for research)

  • Fallback to Claude-only mode

• Multi-query research strategy:

  • Company overview search

  • Funding and investors search

  • Team and founders search

  • Recent news search

• Web page fetching and parsing

CLI Interface

• Rich terminal output with progress indicators

• Colored validation scores

• Markdown rendering of generated memos

• Save to output/ directory

• JSON state export for debugging

Tested

• POC tested with "Aalo Atomics" (nuclear energy company)

• Generated 24KB professional memo draft

• Validator correctly scored 3.5/10 due to data gaps

• Workflow executed all agents successfully

Known Limitations

• Web search not tested yet (requires API keys)

• No revision loop (marked for Week 3)

• No MCP servers (marked for Week 2)

• Single-pass generation only

Next Steps

Week 2: MCP Server Integration

• Build Portfolio Data MCP server

• Add Crunchbase/PitchBook API integration

• Template and style guide serving via MCP

Week 3: Revision Loop

• Implement Revision Agent

• Iterative improvement until score >= 8

• Specialized section writers

Week 4: Production Features

• Web UI (Streamlit/Gradio)

• Version tracking and comparison

• Human-in-the-loop checkpoints

• PDF export