AI tool guides

Run a Small Pilot Before Adding an AI Coding Assistant

Use a reversible change to test code understanding, diff quality, verification and data boundaries.

Design inputs, permissions and failure states first, then assign models steps that can be checked.

Official sources, editorial summaries and paid partnerships are distinct. Source checks are not presented as hands-on reviews.

Set composition, size, versions and usage conditions to reduce rework and keep the result editable.

Turn “Which is best?” into questions you can test: inputs, output, cost, data requirements and an exit plan.

A transcript is only the start. Keep summaries, decisions, owners and original recordings connected.

Separate discovery, summaries and citations so every important conclusion can be traced to the original material.