# KnowledgeForge Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/knowledgeforge
> Markdown URL: https://aitinkerers.org/technologies/knowledgeforge.md
> Technology record last updated: 2026-02-23T01:40:28Z
> Generated: 2026-09-21T09:47:47Z

- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Agents That Fix Their Own Mistakes: Multi-Agent Code Generation with Automated Iteration](https://seattle.aitinkerers.org/talks/rsvp_RqWmfQqo1uY)

Forge solves the fundamental problem with AI code generation: tools generate fast but have **no quality control, no institutional memory, and can't fix their own mistakes**. Every generation starts from scratch with the same errors repeating. This demo shows a multi-agent orchestration system where specialized AI agents coordinate to produce **production-ready code through intelligent iteration**. Testing agents run security scans, performance benchmarks, and functional tests. When tests fail, review agents analyze root causes and coordinate generation agents to apply fixes using a library of **28 proven architecture patterns**. The system loops until all tests pass—**automatically**. You'll see the complete workflow: plain English requirements decomposed into tasks, parallel code generation using KnowledgeForge patterns, automated testing that catches real issues, AI-powered diagnosis tracing failures to root causes, and iterative fixes applied until the codebase is deployable. The live demo shows **actual test failures, the diagnostic reasoning, and automated remediation in under 60 seconds**. This isn't prompt engineering or chat interfaces. It's **agents managing agents**—planning, generating, testing, diagnosing, fixing, and deploying **without human intervention** between requirement and production-ready result. Built with Claude Sonnet 4, Docker-isolated testing, and semantic search across engineering patterns. **Open source, working production tool, building real applications today**.

- Event context: AI Tinkerers Seattle Meetup: Dev Tools Track — January 12th, 2026 — 2026-01-13 — Seattle
- Public talk page: https://seattle.aitinkerers.org/talks/rsvp_RqWmfQqo1uY

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