OpenAI's GPT-5.6-Cyber completes 95% of exploit prompts; its base model 1.5%. Model allowlists are now a runtime control; Waxell Observe enforces them.

1Password's Off-by-1 Labs found 53.9% of 6,080 AI-generated CVE patches flawed. How to make "human review required" an enforced gate, not a norm.

An AI agent governance framework sets the rules autonomous agents run under. What it covers, and how Waxell enforces it in the execution path.

Deleting a record rarely deletes its embedding: soft-deleted vectors persist. Why AI agent erasure has to be enforced before storage, not after.

LangChain governs the model call and the agents on its own stack. Waxell governs tool calls from assistants nobody built — and the laptop.

Claude Enterprise now routes every prompt through your DLP server. What the allow-or-deny verdict covers, what it doesn't, and how to govern the rest.