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Why the most popular AI safety test secures the front door while leaving the back door wide open. Output safety and data confidentiality are technically two completely different mechanisms — and conflating them is exactly what’s behind the confusion on the work floor. Here’s how models actually handle your data, and what to arrange instead of the theatre.

A skill for an AI agent is a markdown file. That’s exactly the problem: anyone can drop one, nobody knows if it’s any good. Here’s how I turn them into a curated, signed, shareable library — and why the point isn’t the skills, it’s the curation.