We’re betting our $5.5M seed round that the next leap in AI coding won’t come from OpenAI or Anthropic. It’ll come from a new feedback loop that learns from you. Introducing Beacon: open-source, self-improving memory for coding agents. Your sessions capture how you debug and solve problems. Today, that context gets lost and you have to re-explain things every time you switch tools. Beacon continuously distills your sessions into reusable skills across Claude Code, Cursor, Codex, and 20+ harnesses, so your next agent can learn from the last. Beacon is free and OSS 🌟 Why should the frontier labs be the only ones winning with your sessions? You already did the work. Now let your coding agents learn from you.

AI agents are generating an unprecedented amount of runtime data, yet we're throwing away most of its value! Every agent session reveals what worked, what failed, and where time was wasted. But as agents take on more complex work, extracting those insights from raw logs becomes nearly impossible. Introducing Beacon Lenses 🔍 Turn any agent trace into an interactive tool to: → Debug failures → Inspect code changes → Identify bottlenecks → Analyze costs → Investigate security risks Beacon ships with 7+ built-in lenses, but you can build your own for any use case. Just tell your coding agent what you want to explore, and it can generate a custom lens you can use directly in Beacon Cloud. Your agent traces aren't just logs anymore. They're building blocks for entirely new tools. Start building: Docs in the comments 👇