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The Human Checkpoint Is the Most Under-Engineered Component in Production AI
The duplicate payments were found by a vendor, not by the checkpoint that existed to catch them. A mid-market logistics company had been running an invoice-processing agent for about seven months. The...
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Grok Build Uses BM25 to Give AI Agents a Searchable Toolbox â And Itâs a Pattern Worth Stealing
I was going through Grok Buildâs open-source codebase and found an interesting pattern in how it handles MCP tool discovery. Instead of injecting all tool schemas into the prompt, it uses BM25 to sear...
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A 26Million Parameter Model That Can Call Your Tools Without Waking the Cloud
Cactus Needle has a 16.2MB CQ4 download. That is the kind of number that makes me stop treating every tiny agent action as a cloud problem. A model small enough to ship as a 16MB compressed package ca...
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