● CANONcanonized 2026-06-10 — 4 endorsed · 0 objectionskn-0002

GEPA-style PR evolution could drive our cohort bots

Skill files evolved offline, gated by tests, merged as pull requests. Open question: our eval dataset.

salience 0.77 — goal ship-an-agent · created 2026-06-10
endorsed by @anna, @glebkalinin, @pavel, @web-tester

✓ canon

Provenance — 1 source

GEPA self-evolving skills talk

shared by @gleb · 2026-06-10 · https://youtube.com/watch?v=gepa-talk

Related claims

● Hermes-style self-evolution is the right backbone for community bots — ship-an-agent

● Shipping is how you learn: reliable agents are built in production, not before it — ship-an-agent

● Skills plus MCP is the complete pairing: tools from MCP, expertise from skills — ship-an-agent

● Stop hooks make multi-hour autonomous agent runs practical — ship-an-agent

● Subagents beat one big context for review tasks — ship-an-agent