Document-Driven WordPress: Beyond Vibe Coding with Novamira
How a strict Document-Driven Development workflow, Novamira runtime MCP on dev, in-browser visual feedback, and WP Studio replace AI hallucination in WordPress.
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How a strict Document-Driven Development workflow, Novamira runtime MCP on dev, in-browser visual feedback, and WP Studio replace AI hallucination in WordPress.
Three developers, one tester, local AI agents, one repo, six hours. What kept 108 tests green after a restart, and what a hackathon PoC does not prove.
AI Act content labeling is not label-everything or label-nothing. Article 50 turns on role, content type, and context. Here's how to decide.
Same AI agents, three stacks, different results. What matters is how much of the system is visible from the repo and how cheap verification is - not training data.
Stack-switching is cheaper than ever, yet WordPress is still set against the rest of the CMS world. This isn't really about code - it's about who owns the publishing workflow.
Anthropic pulled its newest models worldwide after a US government directive targeted foreign nationals. The stack lesson: model access is a revocable dependency.
Why auditable git-tracked context beats agent memory you cannot version, review, or scope when many client repos run in parallel for paid work.
AI skills turn repeated decisions into reviewable workflow infrastructure by packaging context, procedures, tools, and acceptance criteria for technical work.
Why blocking scripts outperform manual review in AI content workflows: deterministic gates catch what tired humans skip under deadline pressure.
Symbolic regression finds formulas, not predictions. What the EML operator teaches developers about stack redundancy and interpretable ML alternatives.
CMS trends 2026: composability fatigue is real, AI earns its place only in narrow workflows, and GEO is changing how you should model content.
AI doesn't replace developers - it multiplies them. But ignoring it means everyone else scales while you stay linear.
AI does not replace WordPress, but it changes the threshold at which a simple expert blog may no longer need a traditional CMS - and that shifts the decision.