🤖 AI Dev Tools

Reddit Torched My AI Decision Tool—Here's the Multi-Stage Fix That Made It Bulletproof

One Reddit thread dismantled an AI decision tool in hours. The rebuild? A pipeline that forces evidence over bluster, slashing hand-waving by 80%.

theAIcatchup Apr 10, 2026 3 min read

⚡ Key Takeaways

Single LLM calls produce cosmetic analysis; multi-stage pipelines enforce evidence. 𝕏
Constraint extraction eliminates 80% vagueness by forcing referenceable criteria. 𝕏
Adding real web research via Tavily grounds outputs in facts, not hallucinations. 𝕏

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#AI decision tool #AI decision tools #Arbiter tool #LLM pipeline #LLM pipelines #Tavily search #constraint extraction #constraint-driven AI #multi-agent AI

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Originally reported by dev.to