I help organisations put AI to work in ways that stand up to scrutiny, whether that comes from a regulator, an attacker or their own board.
Ask Claude to read a web page and often it didn't. What two days of small tests found, and what to do about it.
Every effort level scored full marks in my tests. The only thing the setting changed was time.
Most of what leaders hear about AI and work is about loss. The evidence that it is opening things up gets less attention.
Attackers now rebuild malware as fast as it is detected. In government a new detection rule still takes weeks to go live.
In machine learning the phrase means something precise. Applied to weapons it says almost nothing until you ask which loop.
The model everyone said got dumber didn't. What changed was the layer wrapped around it.
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