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I Scanned 16 MCP Servers for Safety Hints. The Scanner Flagged Every One.
On 2026-05-21 I scanned 16 public MCP servers for tool annotations, the hints agent clients use to decide when a human approves an action. The scanner flagged all 16, and one of those results is wrong. Here is what the gap means for approval gates, and what to check before you adopt a server.
20 May, 2026
Open document : I Scanned 16 MCP Servers for Safety Hints. The Scanner Flagged Every One.experiment
I Ran 849 Tests on AI Context Files. Here's What Actually Works.
849 controlled tests across three corpus sizes and five folder structures found that a single flat folder with descriptive filenames beats nested hierarchies at every scale — and that keyword or summary indexes actively hurt accuracy once a corpus passes 300K words.
05 Feb, 2026
Open document : I Ran 849 Tests on AI Context Files. Here's What Actually Works.note
How Do Security Leaders Learn to Talk Business? An Open Question
Security leaders lose decisions when they report on controls instead of choices. A question-stage note: why I think the translation fails, what the SEC's 2023 rule implies about who carries it, and a way to start practising this week.
26 Sep, 2026
Open document : How Do Security Leaders Learn to Talk Business? An Open Question