Fleet Code Runners

Parallel coding lanes

Coding jobs fan out across Devin CLI, Claude Code, Aider and subscription model lanes, racing implementations and merging the winner.

The P2P Dojo fleet runs fleet code runners on dedicated lanes with live status, verification receipts and human handoff when needed. Every job is logged, scored and remembered by fleet vector memory.

Get started with Fleet Code Runners

How the fleet runs it

Lane routing

Cheapest capable lane first: self-hosted Gemma, flat-rate subscriptions, then pay-per-token APIs.

Verified output

Every job returns a receipt with lane, model, cost and verification status.

Never stops

Jobs queue across 25 services and run in parallel while you talk or type.