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.
A Fortune 500 apparel client's order volume hit a wall during peak season. The culprit wasn't the database or CDN—it was a race condition in WooCommerce stock inventory writes that only surfaced under concurrent load.
Read moreA beverage brand's RAG pipeline tanked because ACF serialized data, nested repeaters, and unmapped post metadata fed Claude raw JSON. The model hallucinated. We lost three weeks to data hygiene.
Read moreWe 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 more