§8 · Office hours · correspondence

Someone once gave me their time. This is me giving it back.

Twenty-five minutes, twice a week. If you are a student, stuck on something, coming back to work after years away, or building something and want a second pair of eyes — pick a slot. If you are an investor or a collaborator, the same door works; say so in the one line.

Twenty-five minutes, two slots a week

Students first. No agenda needed — being stuck is reason enough. Times are Kansas City time.

Pick a postmark above.

Or leave a question in your voice

Up to ninety seconds. It is sent only when you press send, and the reply comes back as a voice note too. Nothing is ever published.

tap to record

Good things to bring

Grounded extraction with citationsInference economicsSchema-constrained generationWhat agents should rememberAnswers with the slide attachedA database that lives in a bucketPublic data, kept honestThinking in VectorsWhy AI Agents ForgetThe Kubernetes Ninja PathGetting back into tech after time awayShipping on a free tier

Or email madhured@gmail.com. Everything I know about these is also written down in §5 Writing and §6 Learn, where the assistant can answer at any hour.