AI & Digital Transformation
The Eval Harness I Wish I Built Earlier
I shipped prompt changes for months on vibes. Sometimes the new prompt felt sharper. Sometimes it quietly broke a case we had fixed two weeks earlier. We would discover the...
AI & Digital Transformation
Cheap Drafts Expensive Judgment Is Still My Default
My default AI routing policy is still simple: Cheap models draft. Expensive models judge. Not because you are stingy for sport. Because most of the tokens in a workflow are...
AI & Digital Transformation
Hooks Beat Hope: Making Agents Follow Your Rules
I used to believe instructions were enough. “Always run tests.” “Never commit secrets.” “Follow the lint rules.” I wrote it in the system prompt like a parent taping chores to...
AI & Digital Transformation
I Stopped Pasting Whole Repos Into Chat
There was a phase where I treated the chat box like a trash chute for an entire codebase. Select all. Copy. Paste. Pray. Watch the token counter cry. Watch the...
AI & Digital Transformation
Your Coding Agent Needs a Definition of Boring
Coding agents are great at looking busy. They will rename half your repo, invent a new config format, and leave a cheerful summary like they just remodeled your kitchen while...
Development
Weekend Projects That Become Production Tools
The weekend build is the easy part. Production is auth, backups, logs, and the moment other people depend on it. Here is how I promote a hack without pretending it was born mature.
Tell me what’s not working.
Stalled growth, spend you can’t trace, systems that fight your team. That’s a good place to start.
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