Members-Only
Recent Talks & Demos are for members only
You must be an AI Tinkerers active member to view these talks and demos.
Shotgun: Spec-Driven Development
See Shotgun turn your repo into a queryable code graph. It generates precise, code-aware specs and executable tasks for AI agents, all live in a TUI.
A live, TUI‑only, code‑first walkthrough of Shotgun—the open‑source assistant that turns your repo into a live, queryable code graph and then uses Agentic workflows to produce deep, codebase‑aware research and implementation‑grade specifications. In minutes it explodes those specs into precise, agent‑ready task lists you can hand directly to AI coding agents. We’ll index a repo, ask repo‑scoped questions, generate detailed specs with traceability to code, create executable tasks, and show just enough internals to prove how it works.
This was largely built using Claude Code. After the shotgun was able to generate specs/research we used the Shotgun to generate specs to give to Claude Code to build the Shotgun itself. Also it’s open-source and 100% in Python, contributors are welcome.