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Ringer: Multi-agent swarms without the frontier bill

Run multi-agent swarms on inexpensive models. Your best model plans and reviews, cheap workers build in parallel, and automated checks verify every result.

A member guide from Nate B. Jones on Unlock AI.

Originally published Jul 8, 2026. Read the companion post.

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