Coding Sahayi Introduces Autonomous Coding Swarms Without Cloud Token Bills

Summary

Coding Sahayi presents an autonomous coding swarm approach intended to avoid cloud token bills. The project contrasts this approach with a workflow built around monolithic prompts and paid API retries. In that workflow, entire repositories are repeatedly sent as prompt context, and failed compile or test attempts generate additional token charges. Rate limits and context-window pressure can interrupt the coding loop. The page also says a local workstation retains little durable learning from previous attempts, identifying the absence of a long-term local learning loop as another limitation of the conventional approach.