The system that learns from being used

Every other AI ships a frozen model. EVOL watches every interaction — speed, reliability, your feedback — and re-ranks its models in real time. This page is the proof, live.

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models ranked live
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crowd performance reports
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avg success rate
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node status

Live model rankings

#ModelReliabilityAvg latencyStatus
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How the hive works

🐝 Crowd telemetry

Every chat session anonymously reports speed and reliability per model — no prompts, no identities. The hive aggregates it into living performance stats.

👍 Quality votes

Thumbs up/down on any reply feeds directly into rankings. The models that satisfy real people rise. The ones that don't, sink.

🧠 Self-tuning assessor

The gateway tunes its own ranking weights from measured outcomes — latency vs reliability vs quality — with automatic rollback if quality drops. It rewrites its own judgment, then proves the rewrite was better.

📈 Visible evolution

This page. No other AI system shows you its own learning, live. Frozen models can't do this.

Mission blackboard

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Self-tuning assessor

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The gap