Technical writing on AI memory infrastructure, MCP security, and domain-specific training.
I canceled my subscription over a guardrail designed to silently sabotage frontier-ML work, then reinstated it a day later when Anthropic walked the policy back. That week was a live demonstration of the failure mode Fable 5 itself predicts: confidently completing the wrong thing, quietly. Visible boundaries earn trust; invisible ones spend it.
Anyone can generate a thousand drafts for a dollar. The differentiator isn't generation; it's articulated judgment, and the science backs it. RubricBench shows frontier models still can't reliably author the criteria they grade against. Taste is the input the whole stack depends on.
The AI agent memory market wants $249/month for what PostgreSQL does for free. A 5-layer architecture using tools you already own — and the maintenance discipline that makes it work.