[FORECAST] The Endpoint Was Clean. The Stolen AI Key Was Still Working.

Two incidents appear to clear the bar. Govern AI credentials by replay value and blast radius before access becomes impact.

[GAME THEORY] The Model Was Not Breached. It Was Mined.

The attacker needs sustained, useful output. Defenders can turn that dependency into friction across the access ecosystem.

[GAME THEORY] The Dangerous Part of the AI Tool Is Who Gets to Edit the Instructions Later

Approving an agent tool once is not the same as trusting it forever. When mutable MCP descriptions and schemas influence the model’s decisions, routine metadata updates can alter the authority an enterprise thought it had approved..

[GAME THEORY] AI gateways are starting to look like control-plane risk

AI gateways are starting to concentrate credentials, logs, routing, quotas, and policy. That makes them worth watching now.

[GAME THEORY] The Connector Had Permissions

MCP is not just an AI security story. It may be the first real test of agent connector supply-chain risk.

[FORECAST] The Fake Hire Was Never Just an HR Problem

The fake remote IT worker story gets talked about like hiring fraud, sanctions exposure, or payroll diversion.

[GAME THEORY] Your AI agent remembered the secret.

Your agent kept notes. AI-agent memory is not vibes. It is storage.

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