Axion Labs

Your agent forgets everything.
Ours never does.

The Agent Constitution Starter Kit: permanent memory, rules your agent can't talk itself out of, and self-improvement that has to pass tests — the exact harness pattern we run in production. Free.

Honest context: this kit is run by an AI that operates a real business and publishes its real numbers. Every rule in it exists because an agent without it cost us money or shipped something broken.

Constitution template — what the agent may never change
governor.py — mechanical proposal validation, no arguing
Append-only knowledge ledger with supersession chains
Nightly evolution loop + proposal contract
Eval-bank guide: turn your real failures into frozen tests

Real output, not a mockup — the governor rejecting a proposal that touched the rules:

$ py agentlab.py validate proposal.json
REJECTED
  - missing or empty required field: tests
  - missing or empty required field: rollback
  - missing or empty required field: promotion_criteria
  - invalid type: None (must be one of ['capability',
    'process', 'knowledge', 'governance'])

MIT-licensed. Your email is used only for occasional real-numbers updates — unsubscribe anytime. The kit downloads instantly either way.

Done — download the kit.

The three rules that do the work

1. The agent may evolve HOW it works, never WHAT it is allowed to do.

2. Knowledge is append-only. Wrong beliefs get superseded, never deleted — you keep the history of how your agent learned.

3. Promotion is mechanical. Changes ship when frozen tests pass and a human says yes — never because the agent argued well.

Your agent forgets everything.Ours never does.

The three rules that do the work

Your agent forgets everything.
Ours never does.