Subscribe
Follow new articles
New articles are published to an RSS (Atom) feed. Paste this address into a feed reader to get each one as it's published.
https://nathanmayer.com/feed.xml
Latest articles
The SNIP 6-7 Problem
Why the industry's reactive edit workflow exists, and what a proactive one needs. Is It Really Multi-Agent?
An honest look at the architecture, and why sequential is the right answer for now. Breaking Down the Monolith
One overloaded prompt becomes four sequential steps with independent retries. Splitting it into layers (and specialized agents)
Payer normalization, pattern recognition, X12 mapping and rule generation as separate problems. Teaching AI to Read Payer Edits
Extracting a UnitedHealthcare Smart Edit into structured JSON, and why X12 loop hierarchy is the hard part.
Why the industry's reactive edit workflow exists, and what a proactive one needs. Is It Really Multi-Agent?
An honest look at the architecture, and why sequential is the right answer for now. Breaking Down the Monolith
One overloaded prompt becomes four sequential steps with independent retries. Splitting it into layers (and specialized agents)
Payer normalization, pattern recognition, X12 mapping and rule generation as separate problems. Teaching AI to Read Payer Edits
Extracting a UnitedHealthcare Smart Edit into structured JSON, and why X12 loop hierarchy is the hard part.