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AI for the People

Talkat N40AI 2024 · on Saturday, 2024-01-20· [ai-assisted-development, developer-experience]
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Built an incremental Infer-based analyzer that runs on code changes against 100,000 commits per week, comments on pull requests and shifts fix rate from effectively 0% to 70% by staying in developers’ workflow; contrasted that with a Zolan-style over-approximate taint analyzer covering >500M LOC that found ~40% of serious security issues across Facebook in batch mode. Also describes Lacework products combining static and runtime signals, agentless workload snapshots, attack-path graphs and practical tradeoffs between build-full and build-less analyses.

AI-written summary · about

  1. 0:00Introduction
  2. 3:14Abstract interpretation fundamentals
  3. 7:04Deploying Infer at Facebook
  4. 13:48Fix rate vs false positives
  5. 20:27Taint analysis at Facebook
  6. 25:31Scaling static analysis at Lacework
  7. 32:17Agentless workload scanning
  8. 36:30Scaling dynamic analysis challenges
  9. 40:22Q&A
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