cyberneticlibrary

Check conflict dataset updates

check-updates-geminicommandsetup L215
danielrosehill/Iran-Israel-War-2026-OSINT-Data
What it does

Query Gemini 3.1 Flash Lite for new conflict data

Best for

Updating conflict dataset with web-grounded search and automated data gap filling with source validation.

Inputs
  • · current dataset state
  • · data gaps
Outputs
  • · new waves found
  • · updated munitions/casualty counts
  • · grounding sources
Requires
  • · Google Gemini API
  • · Google Search grounding
  • · .env GOOGLE_API_KEY
Preconditions
  • · GOOGLE_API_KEY set
  • · waves.json exists
  • · venv activated
Failure modes
  • · API key invalid
  • · Conflicting data vs. existing records
  • · No grounding attribution
Trust signals
  • · Cross-references claims against existing data before merge
  • · Grounding metadata extraction
  • · Discrepancy flagging