ShipFast is an autonomous AI dev framework that eliminates context rot. Instead of bloated chat history, it uses a SQLite knowledge graph (Brain.db) to persist functions, imports, decisions, and errors. Each task runs with fresh context while learning over time. Result: 70–90% fewer tokens, better code quality. Works with Claude Code, Cursor, Copilot, Windsurf and more.

Lightfield — AI-native CRM that builds itself and does work for you

AI-native CRM that builds itself and does work for you

Hey Product Hunt! 👋 I’m the solo developer behind ShipFast. I built this after repeatedly facing the same issue with AI coding tools — the longer the session, the worse the output. Context gets bloated, quality drops, and token usage explodes. The key idea behind ShipFast is simple: 👉 Separate memory from context. Instead of relying on chat history, ShipFast stores knowledge in a structured SQLite database (Brain.db), including functions, imports, decisions, and even past errors. Each new task runs with fresh context, but still benefits from everything learned before. Results I’ve seen: - 70–90% reduction in token usage - More consistent code quality - Faster iterations over time Would love your feedback, ideas, or even criticism — happy to answer anything! 🚀

Lightfield — AI-native CRM that builds itself and does work for you

AI-native CRM that builds itself and does work for you

ShipFast

AI coding with a SQLite brain — 70% fewer tokens

AI coding with a SQLite brain — 70% fewer tokens