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Research Notes

Weekly notes on threat intelligence, LLM security, red teaming, and AI. Published every Sunday. Raw and unfiltered, this is my working log.

Week 2 January 11, 2026

Many-Shot Jailbreaking and What It Means for Enterprise LLM Deployments

Spent most of this week working through Anthropic's many-shot jailbreaking paper. The core finding is more significant than the headlines made it sound.

LLM SecurityJailbreakingRed Teaming
Week 1 January 4, 2026

2026 Kickoff: What I'm Building and What's Coming in AI Compliance

Starting the year with a clear focus: ProvStamp for EU AI Act compliance, ThreatWatch v2, and why the August deadline is closer than most people think.

EU AI ActAuvaLabsPlanning
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