Race Conditions Almost Cost Us a Major Client
Learn how race conditions nearly derailed a project for a Fortune 500 apparel brand.
Read moreJournal
Notes on agentic development.
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.
I Built a Trustworthy AI Assistant in a Weekend — Here's Why "With Receipts" Is the Whole Game
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 moreClaude Opus 4.8: My Hands-On Take on Anthropic’s Most Honest Model Yet
Anthropic 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 moreWhy Most AI Initiatives Fail Without Effective Guardrails
You can't afford to ignore AI oversight in regulated industries.
Read moreAI in Regulated Industries: High Risks for Low Rewards
Navigating AI in regulated fields can backfire if not done cautiously.
Read moreWhy Guardrails Are Non-Negotiable for AI in Regulated Industries
Applied-AI in regulated sectors demands more than tech—it's about rigor and responsibility.
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