AI-assisted documentation

Code mode for MCP: up to 80% lower LLM costs

Redocly's MCP server lets AI agents combine documentation calls in a script and return only what matters. Less context to process. Lower LLM costs.

By Vasyl HavronskyiSeptember 17, 2026

Stop reading the diff. Review the assumptions.

Code review is the bottleneck in most teams, and it does not have to be. Machines can read the lines. Humans need to read the premise, and they need to read it before the code exists.

By Adam AltmanSeptember 17, 2026

Multitasking is dead. Long live parallelism.

We spent twenty years learning that multitasking does not work. Agents did not bring it back. They brought parallelism, and most of us confuse the two.

By Adam AltmanSeptember 14, 2026

llms.txt is still overhyped

A year after we called llms.txt overhyped, the server logs of the whole web agree. The index file goes unread. The Markdown behind it is what agents actually use.

By Adam AltmanSeptember 09, 2026

llms.txt is overhyped

We built it, tested it, and checked the logs. llms.txt isn’t the “robots.txt for AI” — it’s mostly ignored. Here’s what actually matters.

By Adam AltmanAugust 20, 2025

How to optimize your docs for LLMs

Let's dig into a few practical strategies to make your API documentation work better with AI tools.

By Adam AltmanAugust 14, 2025