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.
We shipped an AI product recommender inside WooCommerce that cut manual SKU mapping by 94%. Most agencies never touch this space because they've already decided they're either WordPress people or AI people.
Read more3 AM on a Sunday: a Chamber Culture customer's multi-tenant instance crashed because we didn't validate city codes at write time. That's when I learned shipping is 10% architecture and 90% ops.
Read moreRunning multiple AI coding sessions against the same repository sounds like a productivity multiplier, until they start deploying each other's half-finished work. Instructions and reminders kept failing. Here is the deterministic rule that finally made parallel agents safe.
Read moreA home-care agency's compliance audit caught a role-based access violation in BridgeCare OS. It wasn't a code bug—it was the operational model itself breaking under real-world pressure.
Read moreEvery agency chases headless Next.js, but a Fortune 500 apparel brand just embedded Claude into custom post types and cut compliance review time by 73%. Here's why regulated industries pay for WordPress AI, not rebrand.
Read moreThree months into a Mark Anthony Group deployment, an AI model recommended a product variant that violated state ABV disclosure rules. The fix wasn't a better prompt—it was immutable logging.
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