Journal
How to turn AI into real shipping speed: audits, workflows, modernization, and the tactics that hold up in production.
More writing: Ironcrest Software blog and 815 Media blog.
Most "AI on a website" sounds confident and gets it wrong. So I built the version you can actually trust — a live AI search + chat enrollment assistant that answers only from real content, with sources. Here is how it works, in plain English, and what it takes to make AI production-ready.
Read moreAnthropic shipped Opus 4.8 on May 28, 2026. Here is what actually changed, what the benchmarks mean, and what I am doing differently this week.
Read moreYou can't afford to ignore AI oversight in regulated industries.
Read moreNavigating AI in regulated fields can backfire if not done cautiously.
Read moreApplied-AI in regulated sectors demands more than tech—it's about rigor and responsibility.
Read moreImplementation isn't the main hurdle; it's the ongoing management that's lethal.
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