shamspias/
reins
shamspias/reinsHarnesses
A lightweight agent harness you bolt onto your app so an LLM can operate it — safely, and cheaply.
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A lightweight agent harness you bolt onto your app so an LLM can operate it — safely, and cheaply.
Local-first coordination for human and agent work: durable work, decisions, dispatches, evidence, and prompt-first methods, powered by TypeScript and Bun.
Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning