INT21's SwarmOS runs 10,000 agents to evolve and optimize inference engines
bingxu_ · x · 2026-09-14
INT21 unveiled SwarmOS, a self-improving AI platform claiming 10,000 agents in evolution, built on the idea of "using compute to improve compute."
- Inference Engine Factory: optimizes whole inference engines, not just single ops — agent swarms explore configurations and optimization paths in parallel, validate candidates against correctness and performance targets on real hardware, and carry the strongest evidence forward across generations.
- SwarmOS: a cloud-native control plane for running specialized agents at elastic scale toward one measurable goal; agents coordinate through shared evidence and converge generation over generation.
- Workflow: define workload-level objectives (model, deployment constraints, serving metric) → parallel engine search → compounding evidence.
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