Saoirse Ó Flaithearta

Managed APIs with native LLM output win on token efficiency and cleanliness.

Purpose-built APIs deliver passages for LLM reasoning, not full pages for developers to process.

Enterprise teams must examine what controls the SOC 2 audit actually covers.

Choose an API architecture that fits your pipeline's constraints, not features alone.

Typed retrieval calls with latency bounds prevent reasoning drift across agent iterations.

Streaming and batch aren't settings—they reshape how agents reason about data and handle state.

How to build recovery logic that stops agents from silently failing at scale.