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 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.
Read moreA 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.
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