RAGnos
Diagnose. Grade. Harden.
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Field notes

Field notes, not filler.

Templates and operator notes for turning findings into release decisions.

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4 more posts

Field note . April 22, 2026

How a production LLM-as-judge calibrates on voice

Brand Voice System is a five-dimensional voice judge that decides what ships from our B2B content pipeline. Here's how it got from 40% false-positive rate to 92% agreement with human review.

Field note . April 22, 2026

Skills as contracts, not prompts

A skill is not a long prompt. It's a structured piece of procedural knowledge with activation metadata and composition rules. That structural difference matters more than it looks.