Case: IP Theft Investigation — trade secrets taken by a departing senior engineer

Incident: a senior ML engineer (3.5 years with the company) resigned and two weeks later announced 'his own' product with an identical architecture and model weights.

AgentD22 Data solutions digital forensics:

  • Endpoint logs (CrowdStrike/EDR): file operations, USB devices, cloud sync clients
  • Git and GitHub audit logs: clones, pushes, downloads, personal access tokens
  • Google Drive and OneDrive: export logs, sharing history, download timestamps
  • Email and Slack: attachments, forwards to personal accounts
  • Network: DNS queries to competitor domains, VPN logs

Evidence of exfiltration:

  • 47 private repositories cloned in the 3 days before resignation (an admin-level token)
  • 2.3 TB exported from Google Drive (models, datasets, experiments) — 12 hours before leaving
  • 15 archives sent to a personal email (ProtonMail) over encrypted channels
  • The competitor's domain registered a week before resignation (WHOIS history)

Outcome:

  • A Temporary Restraining Order obtained in the Delaware court within 48 hours
  • Obligation to destroy copies, third-party audit, damages of 2M
  • The engineer and the new employer signed a settlement with NDA and non-compete terms
  • DLP (Forcepoint), GitHub Enterprise DLP and CASB introduced to prevent recurrence

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