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.
Three production bugs in one night, each disguised as a different problem. All three were the same thing: a change that looked applied but was not. Here is how each one hid, and the check that catches the whole class.
Read moreWe shipped an AI agent into a Fortune 500 apparel brand's WordPress editorial workflow. Three weeks in, concurrent requests collided on capability checks. Here's what broke and how we fixed it.
Read moreA single pivot in one tenant's pricing logic cascaded into a data integrity bug affecting 47 chambers. Here's what we learned about schema design when compliance isn't an afterthought.
Read moreHeadless WordPress, microservices, agentic AI loops—each solves 20% of your problems while creating three new ones. Here's the framework we actually use to say no.
Read moreWe rebuilt Auto Recon Manager's tenant isolation after a dealership saw another's inventory. That single architecture mistake cost us 6 weeks and customer trust—here's what we do now.
Read moreChamber Culture hit a wall at 30 tenants. Auto Recon Manager again at 60. The problem was never the database—it was pricing, compliance, and one customer's edge case you didn't know existed.
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