CyrilXBT|9月 24, 2026 03:33
JEV IS INSANE
your coding agents forget everything the second the session ends.
Every fix. Every dead end you already hit. Every "no, not like that."
Gone. Tomorrow you teach it all over again.
Someone just open sourced the fix, and it runs on Jev.
It's called Beacon, by @asymptotelabs.
It pulls in your session history from Claude Code, Codex, Cursor, OpenCode and 20+ other agent tools and turns it into one shared memory.
But storing everything isn't the hard part.
Most agent runs are GARBAGE to learn from.
Failed commands.
Wrong turns.
One off hacks you'd never want repeated.
Save all of that and your agent just gets confidently worse.
So Beacon keeps the full history, and Jev decides what actually earns a spot in memory.
Promote it.
Send it for review.
Or throw it away.
That's a decision you need on thousands of sessions, which is exactly why it has to be cheap.
The runs that survive get turned into reusable skills.
So something Cursor figured out on Monday shows up in your Claude Code session on Tuesday.
Your agents stop starting from zero.
Every good run makes the next one smarter.
Repo: http://github.com/Asymptote-Labs/agent-beacon
Star it and save this.
follow @cyrilXBT
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