LetsClarify – A dead-simple API for Human-in-the-loop AI"

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LetsClarify – A dead-simple API for Human-in-the-loop AI" is a company in show hn launch.

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Hi HN,Most AI agent workflows today rely on "vibes" and prompt engineering to stay on track. We’re essentially trying to cage a chaotic system with natural language, which often fails when 100% reliability is required.After spending several thousand hours on the problem of deterministic layers for AI, I built LetsClarify.ai. It’s a dead-simple API designed to bring a human back into the loop without the overhead of building a custom frontend or notification system.The core idea: Instead of letting an agent guess when it hits an edge case, you trigger a clarification request. The human provides the missing intent via a minimalist interface, and the agent receives structured, type-safe JSON ba

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Website: letsclarify.ai