Praeon Insights

Stories on typed plans, semantic replay, and compliance drills for AI agents.

Why semantic replay beats logs for AI governance

Logs record what happened; semantic replay proves what would happen again. Praeon Kernel provides deterministic replay with adapter-specific success criteria.

PlanLang: typed plans for machine action

PlanLang captures actors, capabilities, budgets, and approvals so security teams can reason about agent behavior before execution.

Passing an audit drill: a 2-week playbook

How compliance pilots align risk, operations, and engineering to deliver 50 executed plans and the evidence pack auditors expect.