WATCHTOWER 2.0 — BASELINE LEARNING
Loading convergence event…
WTI · quiet-math.wti.v1 · 1,030 scored events · Lens: Fresno

The Threat Index.

Every detection receives a Watchtower Threat Index score and a tier 1–5 classification. Method is open. Source data is public. Highest-scoring events surface here first.

County lens — scores below are filtered to this airspace

Why this matters: LA-basin traffic volume is ~10× Kern's. A single regional ranking buries Kern signals under LA noise. The county lens scores each event against the airspace it actually occurred in.

Method
quiet-math.wti.v1
Scored events
1,030
Cryptographically hashed
100%
All 1,030 records · SHA-256 + Merkle chain
Per-county baselines · last 48h

What "normal" looks like — county by county

Each county learns its own baseline. An aircraft at 800 ft over Kern is anomalous because Kern's normal is high-altitude transit — even if the same altitude would be unremarkable over the LA basin.

CountySamples (48h)Unique aircraftMedian altitude10th %ile altitudeMedian speedNight %
Kern9,5241,79812,675 ft1,900 ft223.6 kts34.7%
Tulare2,71484114,075 ft2,050 ft253.3 kts36%
Kings1,43075129,000 ft3,195 ft395.1 kts40.5%
Fresno4,7501,54112,500 ft1,125 ft256.3 kts37.3%
San Bernardino10,5132,57411,725 ft2,100 ft289.7 kts35.7%
Other40,19710,09816,401 ft3,400 ft264.5 kts37.9%

Baselines refresh on every page load from the last 48 hours of detections. Same math for every county.

How a WTI score is built

Each score is a weighted sum of five public-data components: altitude (vs. CFR floor), temporal pattern (vs. 48-hour baseline), convergence (multi-aircraft proximity), shell-network linkage (public corporate filings), and repeat frequency. The weights below ship with every row — no hidden parameters.

altitude ×35%temporal ×20%convergence ×12%shell ×18%repeat ×15%

Purpose

Purpose

The Watchtower Threat Index (WTI) ranks flight events by statistical abnormality and regulatory risk — not intent.

WTI is a signal for journalists, attorneys, and regulators. A high score means a detection deviates sharply from the 48-hour baseline and/or implicates a public regulation. It is not, and never will be, an accusation against any individual.

Component glossary — plain language

Altitude
Deviation from the FAA minimum safe altitude (14 CFR § 91.119) at the observed location.
Temporal
How unusual the timing is compared to the rolling 48-hour baseline for the same airspace.
Convergence
Proximity to other aircraft in space and time — multi-aircraft clustering and synchronized passes.
Shell
Corporate opacity score from public FAA registry + state filings (shell-network linkage).
Repeat
Frequency of similar events by the same aircraft within the observation window.

Why these weights?

  • Altitude (35%) — highest regulatory risk; tied directly to 14 CFR § 91.119 minimum safe altitudes.
  • Repeat (25%) — strongest indicator of intentional pattern vs. one-off anomaly.
  • Temporal (20%) — deviation from the 48-hour baseline; isolates events that break a stable norm.
  • Convergence (12%) — multi-aircraft clustering; rules out coincidence when two aircraft synchronize.
  • Shell (8%) — public-record opacity weighting; lowest because it is a context signal, not a flight behavior.

Weights ship with every row under components.weights — fully reproducible.

How to reproduce a score

Worked example — WTI = Σ(component × weight)

altitude     100  × 0.35 = 35.00
temporal     100  × 0.20 = 20.00
convergence   26  × 0.12 =  3.12
shell        100  × 0.08 =  8.00
repeat       100  × 0.25 = 25.00
                           ──────
WTI                       = 91.12

Every row carries the method version so a third party can reproduce the score even if the method later evolves.

Tier meaning

TierMeaningRecommended action
T4Critical statistical abnormalityFlag for legal / regulatory review
T3High abnormalityFlag for analyst review
T2ElevatedMonitor
T1ModerateNo action — context only
T0LowBaseline

Why convergence matters

Convergence captures the pattern that two or more aircraft in the same airspace band, at the same time, on coordinated tracks, is not coincidence — it is operational coordination. The metric weighs four factors:

  • Multi-aircraft spatial proximity within a defined radius.
  • Synchronized timing windows (entries and exits inside a few minutes).
  • Shared altitude bands suggesting deconfliction between operators.
  • Track clustering — parallel or orbital patterns over the same ground point.
Note on identical scores

Many top-ranked events share the exact same WTI (for example, multiple rows at 91.12). This is expected: when aircraft share the same altitude deviation, timing band, and repeat pattern, the weighted sum collapses to the same value. Identical scores are a feature of the method, not a bug — they make repeat behavior visible at a glance.

What WTI is NOT
  • Not a claim of criminal intent.
  • Not a claim of surveillance intent against any individual.
  • Not a claim of wrongdoing by any pilot, operator, or agency.
  • Not a prediction of future behavior.

WTI is a statistical abnormality score computed from public ADS-B and FAA registry data. It is a signal for review by humans with legal authority — nothing more.

Distribution by tier

Tier 4
1,028
CRITICAL
Tier 3
2
HIGH

Top 25 by WTI score — with score breakdown

7/9/2026, 5:08:02 PM
det: fcaa653e-6d75-43e8-aa7c-50148ed29d2d
sha256: c99f9a37bdf1
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/9/2026, 1:54:02 PM
det: 53ca3aa9-4c91-46db-8206-6ddb7edd7a73
sha256: 119548fa7ff0
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/8/2026, 8:30:03 PM
det: 208c638f-024c-42f8-b6d7-9f3347e284af
sha256: 32129d970fcb
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/8/2026, 4:59:00 PM
det: 8a9b2f6a-cc9e-4e35-9a79-8cc167ccdd19
sha256: bf6b80770ee3
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/7/2026, 11:46:02 PM
det: d4ce68f0-5d10-4ba4-b140-472603421dbc
sha256: c5b687fc0b73
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/7/2026, 11:22:02 PM
det: 24e34e99-e09b-480b-8e7c-851ab9512c01
sha256: ccfb60b6d243
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/7/2026, 9:48:14 PM
det: e5dcecde-adc6-4a71-aa82-438cd3b5dea0
sha256: 3bd3bfa5b1e0
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/7/2026, 8:22:01 PM
det: 7ba9af60-6810-4eb8-ae8b-ab32b067553a
sha256: 4a75af6f714b
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/7/2026, 7:22:01 PM
det: 1b32b60e-a1a3-4bfa-848b-f9f58ca7e255
sha256: 1f94af2c7010
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/7/2026, 6:44:02 PM
det: b26b2126-85da-417a-af8c-ef1b72839b23
sha256: 588d39e75ff5
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/7/2026, 12:34:02 PM
det: c06098ab-b6fe-494e-842d-9e0dfa9ae569
sha256: 0080ddd6a729
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/7/2026, 4:44:20 AM
det: 64861f1f-e1fd-46c5-9e44-4dc931a170b0
sha256: 0b72ed7174f9
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/10/2026, 3:29:01 PM
det: dc42feda-cb03-4d6a-9129-cd15811fc85e
sha256: 67e2c40ad201
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/10/2026, 3:07:01 PM
det: 7956d038-3f68-42dd-8cd5-44a7874abc41
sha256: 76bd0d5ecd88
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/10/2026, 2:29:48 PM
det: d1e6f58b-17aa-4f7a-b62d-264ef174268a
sha256: d89583cfb388
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/10/2026, 7:43:02 AM
det: db97d7d8-1e8d-4aca-8910-60fb94190530
sha256: 9cdbac5c504f
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/10/2026, 4:35:02 AM
det: a3369159-001d-465f-bdb1-598a7a46598a
sha256: 37eb6c921113
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/10/2026, 4:23:02 AM
det: af123279-86d5-46ac-b86e-4bd8fa4f4d13
sha256: f6ed7dfccb67
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/10/2026, 2:05:02 AM
det: f67635e0-048c-43a0-bd72-cc470cf45442
sha256: bf2ac390fb50
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/10/2026, 12:39:25 AM
det: fc7ecd3d-b55c-497b-8780-fff0c5a12d1e
sha256: 514e2cf60407
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/10/2026, 12:07:02 AM
det: 08785ab4-25df-47af-b631-65ca93d4be0b
sha256: ee7e4b85b164
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/9/2026, 9:05:01 PM
det: 425856ea-cc79-475d-9fc7-df5fc28fc46b
sha256: a48aaf4ff977
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/9/2026, 8:55:02 PM
det: 8961c230-67c4-4a48-9c3f-2b03e5d8cb7d
sha256: d1240fa347f3
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/9/2026, 8:55:02 PM
det: fd8fb264-34b2-406a-81e0-feee39d60d88
sha256: 73f9f25bc7d0
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat
7/9/2026, 8:55:02 PM
det: 0b5a5305-f20f-4468-a5e0-2ddaccd088f2
sha256: 927f96d188fb
T4 · CRITICALWTI 100.00FRESNO
altitude
temporal
convergence
shell
repeat

Source: anomaly_events (quiet-math). WTI = anomaly_score × 100; tier bands 25 / 50 / 75. Every row carries the method version so a third party can reproduce the score.