~/talk

πŸ“™ Prompt, Commit, Repeat: Security at Scale When 1,000 Devs Go AI-Native

Talkat BSidesSF 2026 Β· on Saturday, 2026-03-21Β· at 14:45Β· AMC Theatre 04, AMC at MetreonΒ· [security, ai-assisted-development]
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slides:none on file

Enterprises with thousands of developers face concrete failures: an AI agent nuked a Mac by deleting a home directory, prompt and code injections cause dependency squatting and secrets exfiltration, and agents can push code into repos or CI/CD. The recommended stack enforces an MVP security gate: SSO and MFA, audit logging, sandboxed execution, package proxies, model pinning and cost limits; examples include manage settings (Claude) hooks and human approval for risky ops. Policy treats AI output as third‑party code, requires provenance tracking, continuous validation and incident runbooks.

AI-written summary Β· about

  1. 0:00Introduction and problem setup
  2. 4:11AI coding tools overview
  3. 15:33Enterprise risks from AI tools
  4. 20:48Security requirements and guardrails
  5. 36:41Implementation and enforcement strategies
  6. 38:26Q&A session
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