Ezra

Safe autonomous software needs independent validation of generated code, dependencies, tools, and behavior—not just a more capable model.

• Safe autonomy starts with a trust question
  0:33 ↗
• Persistent attackers meet a larger attack surface
  4:34 ↗
• The backlog is growing while exploits compose
  7:00 ↗
• The environment can be unsafe before code runs
  8:33 ↗
• Inventory the stack, then test the specific risk
  10:24 ↗
• A validator needs more than plausible findings
  12:04 ↗
• Put security context where decisions happen
  13:29 ↗
• Two packages can have no CVEs and still differ
  15:30 ↗
• An unchanged skill can acquire changed instructions
  18:55 ↗
• From individual checks to a learning system
  21:03 ↗