Comment by umairnadeem123

The real unlock with claws isn't the LLM itself, it's the orchestration layer that lets you chain tools together with state management between steps. I've been building multi-step automation pipelines (not code-related) and the hardest part is never the AI inference - it's handling failures gracefully, caching intermediate results, and knowing when to ask a human vs retry. The OTP/approval gate discussion in this thread is exactly right. The permission model needs to be as thoughtfully designed as the agent logic itself.