Blog / Threat-Intel

• Containment vs. detection: why architecture beats classifiers

  2026-05-20

  Detection guardrails score text. Containment changes what the model is allowed to do. Here's why the distinction decides whether an injection leaks.

• Why protection has a shelf life — and what you're actually paying for

  2026-05-06

  Last month's protection is worth less than this month's. Attack techniques move; coverage decays. The continuously-maintained feed is the part that keeps a containment layer honest.