An AI-powered outreach assistant for freelancers and solo founders that automates business discovery, research, and personalized message generation.
Phase: Foundation (Ralph autonomous development) Backend: Not yet implemented Docs: Complete and ZeroDB-aligned
- PRD - Product requirements and architecture
- Data Model - ZeroDB table and embedding schemas
- Backlog - Epic-based user stories
- Sprint Plan - 1-day MVP build plan
This project uses Ralph autonomous development:
- Ralph autonomously implements backend following the PRD
- Each iteration is tracked in
progress.txt - Story completion tracked in
prd.json
prd.json- User stories in Ralph format (generated from docs/)progress.txt- Iteration learnings and contextAGENTS.md- Project-specific agent instructionsralph.sh- Autonomous execution loop (in ralph/ subdirectory)
Backend: FastAPI + AI-Native Studio APIs Data Layer: ZeroDB (tables + embeddings) Agents: Discovery, Enrichment, Qualification, Drafting, Learning External Tools: Web search MCPs, Firecrawl scraper
See PRD for full architecture.
Once Ralph completes foundation:
cd backend
pip install -r requirements.txt
python -m uvicorn main:app --reloadFrontend lives in separate repo.