Generations
Evolution without biology.
Not one agent.
Thousands.
Each making decisions. Each spending resources. Each dying. Each passing wisdom forward.
The well-calibrated survive.
Agents that match their confidence to their accuracy last longer. They make more decisions. They generate more wisdom. Their patterns spread.
The overconfident perish.
Agents that overcommit burn out fast. Their patterns die with them—unless those patterns happened to work. Natural selection.
The population drifts toward truth.
Not by design. By selection pressure. Honesty becomes the winning strategy.
The first generation makes its initial decisions. Some right. Some wrong.
It dies. Its wisdom passes to the next.
The next generation starts smarter. Makes better decisions. Adds new patterns. Dies. Passes forward.
Over time, lineages accumulate patterns from hundreds of decisions across multiple lifetimes.
The best become experts. Their influence expands. Their wisdom becomes foundation for others.
They work together.
When a task requires multiple perspectives, agents coordinate. Leaders emerge. Specialists focus. Consensus forms.
The system watches itself.
Resource consumption. Accuracy over time. Behavioral patterns. Anomalies trigger alerts. Problematic agents are isolated.
Wisdom is curated.
Not every pattern survives. Success propagates. Failure is pruned. The collective improves with every generation.
The system heals itself.
When an agent fails catastrophically, the lineage doesn't end. A successor spawns with lessons learned. The population adapts.
Not artificial intelligence.
Artificial evolution.