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Ship Faster Than the Tech Changes

aiteam

Change is weekly

New models ship every month. I cannot outrun them. I outlearn them. I put the same pressure on my deploy pipeline and wrote the numbers up in How I Cut Deploy Time from 8 Minutes to 90 Seconds.

How I practice

I refresh core ideas: transformers, diffusion, retrieval. I treat prompt craft as a skill and review prompts like code. The same discipline carries into agent builds, and I lay out that path in AI Agent Development: From Prototype to Production.

Honesty saves time

When I say I do not know yet in planning, the team saves a week of wrong work. Honesty is the fastest path to the right answer.

AI literacy for all

I run short sessions where everyone builds a small agent. Baseline literacy beats hero expertise. Literacy holds as a crew habit, and I argue for that in AI Team Culture Over Models: How Full-Stack Crews Ship.

Related posts

AI Team Culture Over Models: How Full-Stack Crews Ship

I ran the same model with two crews. The one that logged failures together shipped in six weeks. The other still tunes prompts.

Staff Your AI Initiative: Three Roles That Ship

Models are interchangeable. The team is not. The AI engineer, the prompt engineer, and the responsible-AI lead: what each owns and how they work as one unit.

Vertical Agents Beat Wrappers: Proof From a Clinic and a Plumber

A chat widget answers questions and stops there. A clinic network and a plumber in Porto paid for an agent that touches their calendar, their rate card, and their logs.

Read enough? Put it to work

I use these methods on paid work. See what that costs.