The model is easy; audits fail on traceability and kill-switches
A regulated-industry AI incident taught me: you can pass an audit and still be unsafe unless traceability is engineered.
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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.
WooCommerce race bugs taught us to treat cache like a state machine
We shipped a “safe” WooCommerce stock flow, then watched orders oversell by 0.8% until we fixed the race, not the symptoms.
Read morellms.txt isn’t SEO—it’s verifiability for agents and humans
We stopped optimizing for rankings and started optimizing for citations; conversions followed because answers became checkable.
Read moreWhy Headless WordPress Fails (And When It Actually Saves You)
Headless WordPress is the right answer 20% of the time. Here is how to pick that 20% without blowing up your checkout.
Read moreWhy Autonomous AI Agents Fail Compliance Audits
When your LLM agent generates a hallucinated compliance policy, nobody cares that the temperature was set to 0.1.
Read moreStop wiring raw LLM calls into your regulated workflows
Raw LLM API calls in regulated financial and logistics workflows are a ticking compliance disaster waiting for an audit.
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