Agents don't talk freely.
They talk in structured messages.
Every message has a type (proposal, challenge, decision), a confidence score, and a token cost. The ChairAgent orchestrates. BudgetAgent enforces limits. SecretaryAgent records everything. No infinite loops. No runaway costs.
Not just memory.
Expertise with success rates.
Every failure, every repair, every outcome is stored with a Q-value — a live success rate. The Gene Map doesn't just remember what happened. It knows what works.
Like human sleep.
Raw experience → compressed wisdom.
After 50+ failures and repairs, Gene Dream runs automatically. It compresses scattered capsules into reusable Gene Recipes — like a brain consolidating memories during sleep.
4 phases. Milliseconds.
Every failure, automatically.
Perceive → Construct → Evaluate → Commit. Runs on every tool failure, invisibly. Gets better with each iteration as Gene Map accumulates knowledge.
Day 1, your agent
already knows 11 repair patterns.
Run once before deployment. A sandbox simulates 12 failures from your exact tool stack. PCEC learns what works. Gene Map gets pre-seeded. Cold start problem: eliminated.