WATCHTOWER 2.0 — BASELINE LEARNING
Loading convergence event…
WTI · quiet-math.wti.v1 · 4,096 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
4,096
Cryptographically hashed
100%
All 4,096 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 %
Kern5,7186899,525 ft1,600 ft150.1 kts43.8%
Tulare2,14732613,300 ft1,700 ft114.3 kts53%
Kings7583019,475 ft2,025 ft160.4 kts52.4%
Fresno2,8266416,000 ft900 ft143.7 kts49.5%
San Bernardino3,39569211,425 ft2,760 ft248.2 kts65.3%
Other42,5578,9277,164.2 ft2,313.8 ft147.8 kts88%

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
4,092
CRITICAL
Tier 3
4
HIGH

Top 25 by WTI score — with score breakdown

Score composition · mean across top 25

Which components are driving the top of the index right now. Each bar is the average value (0–100) of that component across the highest-scoring events. Weights ship with every row so any third party can reproduce.

altitude0
temporal0
convergence0
shell0
repeat0
8/2/2026, 7:54:31 PM
det: 183b8d07-7c0d-4a58-b83b-4e8c9dfc2770
sha256: 30ce38317bbc
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
8/15/2026, 4:40:03 PM
det: 7954f270-ae27-4249-981d-340f98b8c3a0
sha256: 3f64db85a1db
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
8/15/2026, 3:32:02 PM
det: c86a5792-09c4-4bce-babf-24c336282fda
sha256: 6d9007ec3e63
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
8/14/2026, 3:04:02 PM
det: 96a7b56e-672b-4543-b313-28080836bd79
sha256: 24e2e092a6fe
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
8/13/2026, 2:26:03 PM
det: ee95c8c1-96f0-4501-8b8a-559e043edce3
sha256: fcd497a351fb
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
8/9/2026, 2:48:23 AM
det: 513a2903-256f-4faf-84e2-fad36cb2cfb4
sha256: 6676f8306cbb
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
8/4/2026, 5:21:49 AM
det: 8511b036-e757-4955-a550-3635d1fc9e5f
sha256: b84bb9b2d105
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
8/1/2026, 7:26:18 PM
det: d6167bee-e6f0-4fb2-9116-c04171b498d2
sha256: 33ca82dbc343
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/26/2026, 8:59:07 PM
det: 906c2c70-ba31-4fb7-b417-df5959cafb11
sha256: 8deac8192721
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/23/2026, 12:52:25 AM
det: b000512a-1a54-4ce7-94f6-b80a5e8c4804
sha256: d9ef8f58937c
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/20/2026, 4:14:14 PM
det: 0f26fbde-12f5-490f-a93b-f52aec26519f
sha256: bbb2b0a04a5c
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/15/2026, 1:16:01 AM
det: ed31b3e2-f8be-4e52-b5c8-afc746b8057d
sha256: e5e674d7f770
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/14/2026, 2:06:03 AM
det: eb680c3e-3b95-493a-a686-3efa6a1a2733
sha256: 43d736466b23
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/12/2026, 2:08:01 PM
det: b9593160-5008-4d8b-bb2e-7865ca9b793c
sha256: 7a40335879dc
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/12/2026, 10:06:41 AM
det: 5abc003a-70fb-49d0-992a-d48675b1ca63
sha256: dc9788988814
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
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, 8:32:37 PM
det: ffa2109f-b94a-4622-b8b0-0a9cbb3f0c08
sha256: 04f77fc0e71b
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/9/2026, 4:48:51 PM
det: 57574f22-4ff4-4626-b0f3-7fc5794214e6
sha256: dc0efa2832d8
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/8/2026, 10:28:02 PM
det: da4e7299-227b-4392-b488-a944762e83bc
sha256: 827969ec16ed
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/7/2026, 5:12:39 PM
det: d10940f7-f0a3-488e-b30a-396b413901b1
sha256: 15abebe143cb
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/7/2026, 5:10:20 PM
det: 9b398840-2027-4e74-b1a6-a3887b89d9b3
sha256: dce199fb6a5a
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/7/2026, 2:02:25 PM
det: 805b8b55-6cb9-4f12-96bf-8c45eea6330d
sha256: 31d044679b4e
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/7/2026, 1:58:02 PM
det: 45838b53-915d-41c9-81f5-a9268f1eef3f
sha256: 1f41560a7c9e
T4 · CRITICALWTI 100.00KERN
altitude
temporal
convergence
shell
repeat
7/7/2026, 1:46:02 PM
det: 7238ae26-3996-4af9-9d7f-0580565f76a5
sha256: a0edff8995df
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

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.