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Building Secure Backend Services with AI Agents

Talkat Conf42 Machine Learning 2026 · on Thursday, 2026-02-19· [security, ai-assisted-development]
slides:none on file

An engineer demonstrates that prompts alone fail and recommends containing agents in a docker sandbox with a restricted filesystem and command whitelist after an agent nearly rewrites the global Maven config, shows a staged workflow—brainstorm → plan → execute → council review—that spawns subagents for tasks, uses an LLM council (PCI expert, mean code reviewer, arbiter) for consensus, enforces a credential secret manager, and records session logs and chains of thought so audits can trace exactly why an agent tried to escape.

AI-written summary · about

  1. 0:00Secure Services with AI Agents: Why Security Teams Are Excited (and Terrified)
  2. 0:44The “Helpful” Agent That Almost Rewrote My Machine
  3. 1:58Myth #1: You Can Prompt an Agent Into Being Safe
  4. 3:05Contain the Body: Build a Locked-Down Agent Playground
  5. 4:28Myth #2: AI Will Replace Security Review (Meet the LLM Council)
  6. 6:04End-to-End Feature Workflow: Brainstorm → Plan → Execute → Council Review
  7. 7:33Assume Failure: Audit Trails, Session Logs, and Debugging Agent Behavior
  8. 8:20Myth #3: This Is Too Hard—Start Small and Scale Up Safely
  9. 9:30Practical Checklist & Final Takeaways (No Secrets, Human-in-the-Loop, Cross-Validate)
  10. 11:07Closing: Don’t Fear the Great Escape + Thanks & Contact
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