DATA LAYER · PATTERN SIGNALS

Pattern signals

Machine-generated observations the platform produces by cross-referencing facts, contradictions, and connections in the database. Each one is a one-line corroboration or contradiction signal — data, not narrative.

558 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//0515 SIGNIFICANT CONTRADICTION undated

Andy Barr: Barr's $399,714 in commercial bank donations is approximately 0.0004% of the total U.S. commercial banking industry's 2023 lobbying and PAC spending, …

Andy Barr
2 sources on file
//0505 SIGNIFICANT CONTRADICTION undated

NSO Group: Israeli defense firm Elbit Systems maintains both SEC filings (since 2008) and LDA lobbying disclosures (since 2008), establishing that Israeli defens…

NSO Group
1 source on file
//0496 SIGNIFICANT CONTRADICTION undated

NSO Group: The Entity List designation of NSO Group on November 3, 2021 under 15 CFR §744.11 creates a legal presumption of denial for any BIS license applicatio…

NSO Group
1 source on file
//0489 SIGNIFICANT CONTRADICTION undated

SentinelOne: SentinelOne's January 31 fiscal year means its annual 10-K filings are due by late March. The future-dated entry on 2026-03-19 is possible as a forwar…

SentinelOne
1 source on file
//0487 SIGNIFICANT CONTRADICTION undated

SentinelOne: SentinelOne's 2023 10-K (SEC accession 0001628280-23-010713) lists no material government contract revenue and no risk factor referencing CFIUS restri…

SentinelOne
1 source on file
//0485 SIGNIFICANT CONTRADICTION undated

Brian Schimpf: Anduril's contract portfolio ($43B+) is structurally concentrated in two major awards ($20B Army + $22B IVAS) that were both announced within 14 month…

Brian Schimpf
1 source on file
//0480 SIGNIFICANT CONTRADICTION undated

Brian Schimpf: Anduril's revenue growth trajectory (from $1 billion in 2024 to $2.1 billion in 2025) was established under the prior administration and accelerated b…

Brian Schimpf
1 source on file
//0476 SIGNIFICANT CONTRADICTION undated

Stephen Miller: SEC insider filing obligations apply to corporate officers, directors, and 10% beneficial owners — not to all shareholders. Stephen Miller's sharehold…

Stephen Miller
1 source on file
//0472 SIGNIFICANT CONTRADICTION undated

Michael Flynn: The $5 million estimated legal fee figure, if accurate, would have nearly exhausted Flynn's $6.6 million in known disclosed financial resources from 2…

Michael Flynn
1 source on file
//0470 SIGNIFICANT CONTRADICTION undated

Michael Flynn: No FEC record shows Michael T. Flynn making any direct campaign or PAC contribution during 2017-2019, which is consistent with either financial constr…

Michael Flynn
1 source on file
//0468 SIGNIFICANT CONTRADICTION undated

Stephen Miller: If Gregory Barbaccia's Palantir stock holdings (established connection) similarly lack a public ethics agreement, this would suggest OGE's oversight o…

Stephen Miller
1 source on file
//0458 SIGNIFICANT CONTRADICTION undated

SentinelOne: The 100% missing accession numbers in the SentinelOne dataset, combined with a correct structural inference (late-March 10-K filing pattern), suggests…

SentinelOne
1 source on file
//0454 SIGNIFICANT CONTRADICTION undated

Jensen Huang: DOE's Frontier supercomputer (deployed May 2022) reached exascale before the October 2022 export controls, meaning the inference of 'acceleration due …

Jensen Huang
2 sources on file
//0450 SIGNIFICANT CONTRADICTION undated

Trae Stephens: The absence of federal political donations by Trae Stephens contrasts with typical patterns of defense industry executives, particularly those who ser…

Trae Stephens
2 sources on file
//0448 SIGNIFICANT CONTRADICTION undated

Anduril Industries: The UK Defence Select Committee's AUKUS inquiry reports and evidence sessions represent the most likely venue for any specific Anduril references in U…

Anduril Industries
1 source on file
//0443 SIGNIFICANT CONTRADICTION undated

Robert Mercer: The two FEC records for 'Robert Mercer' donors (Kamiah, ID and San Leandro, CA) produce a total of $150 in ActBlue contributions, not $300, and the cl…

Robert Mercer
1 source on file
//0439 SIGNIFICANT CONTRADICTION undated

Scott Fitzgerald: In the 2023-2024 cycle, Scott Fitzgerald received $609,032 from the Finance/Insurance/Real Estate sector — 18 times more than his $41,790 from agribus…

Scott Fitzgerald
1 source on file
//0429 SIGNIFICANT CONTRADICTION undated

Sara Jacobs: The inference that voting against the NDAA is a 'significant departure from parochial defense-constituency norms' is contradicted by district demograp…

Sara Jacobs
1 source on file
//0427 SIGNIFICANT CONTRADICTION undated

Michael Baumgartner: Baumgartner's first vote on H.R. 29 aligns with the revealed preferences of his district's electorate (R+14, high veteran concentration, 62% support f…

Michael Baumgartner
1 source on file
//0417 SIGNIFICANT CONTRADICTION undated

Robin L. Kelly: The claim's reference to a '$4.5 trillion tax break for billionaires' is not independently verified from primary sources and may conflate provisions f…

Robin L. Kelly
1 source on file
//0413 SIGNIFICANT CONTRADICTION undated

Elbit Systems: Elbit Systems has maintained SEC filings over an extended period from 2003 to 2019, indicating the company has been publicly traded or has had reporti…

Elbit Systems
1 source on file
//0405 SIGNIFICANT CONTRADICTION undated

Richard E. Neal: In MA-1, a homeowner with a median-valued home ($277,700) and a 30-year mortgage at 6% interest would pay approximately $16,660 in mortgage interest a…

Richard E. Neal
1 source on file
//0389 SIGNIFICANT CONTRADICTION undated

Jonathan L. Jackson: Jackson's majority-Black district (47.8% Black, 10.5% Hispanic, 38.1% White) and high immigrant share (approx. 135,000) create a demographic logic for…

Jonathan L. Jackson
1 source on file
//0376 SIGNIFICANT CONTRADICTION undated

Paragon Solutions: After the 2004 filing cluster, there is a nearly 19-year gap in SEC filing activity until May 2023, indicating either the company went private, was ac…

Paragon Solutions
1 source on file
//0375 SIGNIFICANT CONTRADICTION undated

Gabe Vasquez: H.R. 8034's Division B authorized the transfer of MK-83 1,000-pound bombs and JDAM kits to Israel—munitions classified as offensive strike weapons, no…

Gabe Vasquez
1 source on file
//0369 SIGNIFICANT CONTRADICTION undated

Gilbert Ray Cisneros: No chemical manufacturing donors are identified in the provided facts as contributors to Cisneros's 2019-2020 campaign, leaving the claim that the vot…

Gilbert Ray Cisneros
1 source on file
//0365 SIGNIFICANT CONTRADICTION undated

Doris O. Matsui: Matsui's PAC-heavy fundraising profile (70.4% of total) is consistent with a long-tenured incumbent in a safe seat who faces weak primary competition—…

Doris O. Matsui
1 source on file
//0360 SIGNIFICANT CONTRADICTION undated

Nancy Mace: Beaufort County (within SC-01) has a military-dependent population of approximately 10% active duty and dependents, many of whom are non-citizen legal…

Nancy Mace
1 source on file
//0357 SIGNIFICANT CONTRADICTION undated

Doris O. Matsui: The core contradiction asserted by the claim (Matsui voted 'Aye' on a DHS funding motion in 2023 vs. 'No' on 'DHS and ICE Funding' in 2026) cannot be …

Doris O. Matsui
1 source on file
//0341 SIGNIFICANT CONTRADICTION undated

Elon Musk: Palmer Luckey, CEO of Anduril Industries—a defense contractor with comparable classified Pentagon and NRO contracts to SpaceX's Starshield—testified p…

Elon Musk
2 sources on file