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ROGER WILCO IMAGERYpre-alpha
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← Benchmarking

FIRMS map key (agent Gazda) against the FIRMS watch — four zones, 21–27 Oct 2026

Roger Wilco Imagery · 28 Oct 2026 · BENCH-009 · Data-source benchmark · Model-generated (LLM); see Method.

Bottom line

The key works, and it is complete. Agent Gazda (primary FIRMS key, primepassivewealth account) pulled every satellite — VIIRS on Suomi NPP, NOAA-20 and NOAA-21, and MODIS — for the four FIRMS-watch boxes over 21–27 Oct 2026, through the FIRMS area API (archive and near-real-time, de-duplicated). It returned 73 detections. The watch had 48 in the same boxes and dates. Every one of the 48 is in the key's set (same pass within 3 minutes, within 500 m).

Zone Key (Gazda) Watch Both Key only Watch only
Southern Lebanon border strip 31 30 30 1 0
Western Libya (DECODEDELTA1 zone) 35 11 11 24 0
Zaporizhzhia front (Orikhiv–Huliaipole) 5 5 5 0 0
El Obeid, North Kordofan 2 2 2 0 0
Total 73 48 48 25 0

Why the difference

In the period the watch was active, it caught 48 of 49 detections (98%). The watch is a sound daily feed; the key adds history, arbitrary areas and a safety net for missed runs.

What changes

  1. Special passes (Israel election day, Wainwright, Al-Watiya) go through the key: any box, any dates, every satellite.
  2. History pulls now add an all-satellite FIRMS file alongside the S-NPP granules.
  3. Next: run the watch boxes through the key once a day as a catch-up, so a late schedule cannot drop a detection.
  4. Next benchmark: the same zones on the second key (agent Síofra, margotlanihin account) once it is added — the two keys rotate at random, so every pull also tests whether the accounts return identical data.

Method

Matched detections when the acquisition date was equal, times within 3 minutes and positions within 500 m. Key data: data/firms-area/<zone>_2026-10-21_27.csv; watch data: data/firms-watch/hits.csv for the same boxes and dates. Run 28 Oct 2026 ~02:10 UTC; pulls for all four zones finished in one job.