About

MLOps Talks collects summaries of talks, podcasts and meetups from the MLOps Community YouTube channel, now AAIF Live. Each page includes the main ideas, quotes and timestamps so you can jump into the video. Packs suggest a watch order; threads follow a subject across the years. The archive has 937 talks so far.

The summaries are generated from the videos' own captions by a language model working under a fixed set of rules, then read by a person before publishing. The rules are strict about one thing above all: only claims the speaker actually makes. If you find a summary that puts words in a speaker's mouth, that is a bug and we want to hear about it.

Reading this with an agent

Every talk page and pack page has a plain Markdown version at the same address with .md on the end, for example /talks/no-vibes-allowed-solving-hard-problems-in-complex-codebases.md. The same URLs also answer an Accept: text/markdown request with Markdown, which is what Claude Code and similar tools send. The Markdown version carries the same content without the layout. There is also /llms.txt and an RSS feed. If you would rather ask your own assistant, there is an MCP server it can search the site through.

Who makes it

The ZenML team. ZenML is an open-source framework for running ML and AI workflows as pipelines. On some of those sessions you will see a labelled Editor's note. It sits separate from the summary and is never in the speaker's voice.

For talks from the AI Engineer conferences, visit our sister site, AIE Talks.

What we log

Page views are counted with Plausible, which sets no cookies and stores no personal data, so there is no consent banner.

What you type into the "What are you building?" box is kept for three months, so we can see which questions have no good answer yet and write the pack that answers them. It is not tied to you.

Calls to the MCP server are kept the same way and for the same three months: which tool was called, what was asked, what came back. They are not tied to you.