LLMs.txt isn’t SEO—stop writing it like marketing copy
We fixed an agent that hallucinated product terms by treating llms.txt as a build artifact, not a blog page.
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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.
Don’t fragment until you can own the blast radius
If your team can’t define latency, tenancy, and rollback boundaries, microservices and agents will slow you down—not scale you.
Read moreWooCommerce checkout race conditions: what broke, and what we fixed
A production checkout bug only triggered on peak load—once we forced idempotency, the incident stopped recurring.
Read moreCheckout bugs that hide in cache and permissions are the real threat
The fastest reliability wins came from three failures: checkout races, headless ISR stale caches, and multisite role ghosts.
Read moreIf there’s no reversible decision record, it’s not AI for regulated work
We shipped guardrails first: audit trails, reversible decisions, and kill-switches—because regulated workflows punish “magic.”
Read more“It worked in staging” fails when WooCommerce checkout isn’t idempotent
We hit phantom order attempts because checkout wasn’t idempotent under retries—staging hid the race condition.
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