WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 892 scored events · Lens: Kern

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
892
Cryptographically hashed
100%
All 892 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
885
CRITICAL
Tier 3
7
HIGH

Top 25 by WTI score — with score breakdown

7/10/2026, 12:28:02 AM
det: 4c60cbf0-1f52-49f6-8e2c-73a5b2a67ce9
sha256: 80485814f3be
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 6:10:02 PM
det: eefd6480-a664-4e57-9f72-8add8a687001
sha256: eb14c9b627d8
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/7/2026, 4:30:07 AM
det: d9fe5f05-1ac5-4e4f-894f-54ef495d1a37
sha256: 015025a10237
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 6:27:01 PM
det: 49091194-a20e-47a2-9c96-2addd14956f3
sha256: 502e8ae01b52
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 6:15:01 PM
det: 76d9234c-31e3-40f5-9e6b-b5786a42416b
sha256: 5680b9abd2c5
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 5:53:01 PM
det: 512b93bc-453d-4e7b-9e95-6d2d785ca8aa
sha256: a37720eca7e1
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 5:19:01 PM
det: cead1da4-4dfc-4333-9ad3-34aaba19ee68
sha256: d7f32a031431
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 4:57:01 PM
det: f25a06ac-90f2-4940-bd30-4a49cb4d01cc
sha256: 81ab121474b7
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 2:33:02 PM
det: 16d4a1ed-78e5-4796-9932-8a261ae87b7d
sha256: abab56594405
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 3:27:02 AM
det: adfeb53b-519d-4468-a44c-4ee1af742c2d
sha256: 6c914d6e40ad
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 1:05:01 AM
det: c5c9bea4-91cc-405f-873f-8e64771ecf87
sha256: bbb53b25b2f5
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 12:39:25 AM
det: b34cf1e0-c52f-414b-afa3-738965c805c0
sha256: ac73f7fe09a2
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/10/2026, 12:07:02 AM
det: 7bce5d41-1047-4419-94c3-efe08be98158
sha256: 6624ef99a00c
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 11:33:02 PM
det: af5b0eb8-1c7c-44b0-9a87-0bb577add357
sha256: edc248c241ca
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 11:21:02 PM
det: a217f673-247f-4578-a9bc-37503cc728ce
sha256: 9b3a5c31bfe6
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 11:09:01 PM
det: 344e17b1-4fde-4d85-bd55-7b363b13b12e
sha256: 4e4353cb935c
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 10:57:02 PM
det: 44934d93-9849-41e9-9334-cae26607a5fd
sha256: a578f207841a
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 10:23:02 PM
det: 07589320-6952-4ccc-8e23-bf574880fd97
sha256: fd510b227e20
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 10:23:02 PM
det: 5e7b81f5-461d-4396-bca9-ffa2fd3a621f
sha256: 1102639138da
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 10:11:02 PM
det: 5d07e9ab-bcde-4328-8440-082cf67eefc4
sha256: 31e16a22290a
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 9:59:01 PM
det: 86cda8f3-0db3-450e-81f0-6125a4d9370d
sha256: 985a115d9dca
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 9:47:02 PM
det: 2bbb7890-a1ce-4fb2-aa7c-816443e53b77
sha256: 816346b3f684
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 9:37:01 PM
det: f4f65693-5e5f-4f54-a849-25af0b7d6ee9
sha256: 7f0c4403eb17
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 9:17:02 PM
det: 3fa449a1-f5b0-47d1-86db-d4f076d09bbd
sha256: 5d5a408cdd50
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 7:01:02 PM
det: 5051125c-84b8-48dc-8a0d-f2361ffa9502
sha256: c8bba7accb1d
T4 · CRITICALWTI 100.00KERN
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.