~/talk

Secret Tips to Reduce Insider Threat Risks with Behavioral AI

Talkat DevConf.CZ 2026 · on Thursday, 2026-06-18· at 10:55· A113 (capacity 64)· [security, machine-learning]
links:none on file
slides:none on file

Claims that 71% of data loss is insider-driven and that behavior is predictable lead to a concrete stack: ingest Teams, Edge/Chrome, DLP telemetry and identity/device context into a custom AI model that learns per-user baselines, scores risk, and pushes real-time policy adjustment into DLPs. Demonstrations include traced exfiltration paths (USB, email, Teams/Zoom, cloud AI accounts, obfuscated files, Git/S3), an agent/SaaS that enforces rules and reduces false positives, and a privacy-by-design approach that keeps content out of analysis.

AI-written summary · about

  1. 0:00Insider threat risks
  2. 0:25Data loss employee risks
  3. 1:06Yan’s malicious tactics
  4. 4:40Advanced methods Yan uses to steal data
  5. 7:29Yan’s data theft techniques
  6. 8:10Eva’s threat detection challenges
  7. 9:14Predicting insider risks
  8. 10:39Risk profiles for prevention
  9. 11:21Cyber Meter AI detection
  10. 12:24Privacy-focused monitoring
  11. 13:06Compliance with behavioral AI
  12. 13:26Q&A
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