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We Stopped Treating AI Company Memory Like a Vector-Search Problem
Our agents were busy but the company was not moving. Here is why we built AI company memory on Git, Markdown, YAML…
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AI Doesn’t Fail Loud. It Fails Confident. Here Is How to Stop It.
The dangerous AI failure is not the crash. It is the confident wrong answer that looks like insight, that a team acts…
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We Wasted Money on RAG for 90 Days. Here Is What Actually Fixed It.
Most teams optimize RAG by adding context and pay twice, in GPU bills and lost conversions. The REFRAG paper shows the real…
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80 Percent of Your AI Bill Is Context, Not Answers
Most of your AI spend pays for context, not answers. Here are the levers that cut the bill in half without changing…
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Most RAG Fails Because Teams Skip Search Basics
RAG breaks when teams chase a smarter model instead of fixing retrieval. Here is the stack we run and the one-sprint build…