Blog
Enforcement vs guardrails, deterministic governance, and the 2026 agent incident landscape.
Prompt-based guardrails are requests an agent can ignore. Real governance lives below the application, in the network path every request has to cross.
Read →For enforcement, a decision you can read and reproduce beats a model you have to trust. Here is why, and where ML still earns its place.
Read →What the August 2, 2026 obligations cover, what was delayed to 2027, and the controls that map to demonstrable oversight for AI agents.
Read →Kiro, the $82K Gemini key, OpenClaw, 300 million leaked messages, four 2026 failures and the control each one was missing.
Read →The Model Context Protocol turned tools into dependencies. That makes tool servers a supply chain, and they need supply-chain defenses.
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