May 1, 2026·10 min read
The Column Named amt_v2 Is Why Your Enterprise AI Fails
Enterprise AI systems don't fail because the models are bad. They fail because the context is wrong. Here's how I built a multi-agent pipeline to fix that — and the design decisions that made it actually work.
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