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.

2,088 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//3418 CRITICAL CORROBORATION undated

Israeli Ministry of Defense: The documented absence of Israeli Ministry of Defense litigation in U.S. courts, despite extensive defense trade relationships, suggests systematic us…

Israeli Ministry of Defense
1 source on file
//3364 CRITICAL CORROBORATION undated

Mike Collins: Mike Collins voted for the One Big Beautiful Bill Act (OBBBA) in July 2025, which the CBO projected would increase the federal deficit by $3.4 trillio…

Mike Collins
1 source on file
//3359 CRITICAL CORROBORATION undated

Gregory Barbaccia: The DOGE/Tech Force embedding model, where workers report to agency CIOs rather than going through normal federal hiring, may bypass standard conflict…

Gregory Barbaccia
1 source on file
//3358 CRITICAL CORROBORATION undated

Gregory Barbaccia: Barbaccia's oversight of Tech Force, combined with his own undisclosed (by value range) Anduril and Palantir holdings and his decade managing Palantir…

Gregory Barbaccia
1 source on file
//3349 CRITICAL CORROBORATION undated

Gregory Barbaccia: Barbaccia's Tech Force initiative lacks a publicly available ethics framework or conflict-of-interest policy governing the stock holdings of the ~30 p…

Gregory Barbaccia
1 source on file
//3309 CRITICAL CORROBORATION undated

Mark Alford: Mark Alford has not issued a public statement, as of 2025-10-01, reconciling his 2023 vote against the Fiscal Responsibility Act (for not cutting spen…

Mark Alford
1 source on file
//3283 CRITICAL CORROBORATION undated

Mark Alford: Alford has issued no substantive public statement explaining the policy rationale for opposing the Fiscal Responsibility Act (which reduced deficits b…

Mark Alford
1 source on file
//3257 CRITICAL CORROBORATION undated

Kristen McDonald Rivet: McDonald Rivet voted Nay on two continuing resolutions (H.R. 1968, March 2025; H.R. 5371, September 2025) that collectively funded at least $4.3 milli…

Kristen McDonald Rivet
1 source on file
//3254 CRITICAL CORROBORATION undated

Kat Cammack: Cammack's OBBBA vote cut $1 trillion from Medicaid/SNAP programs over which her House Energy and Commerce Subcommittee on Health holds jurisdiction, a…

Kat Cammack
1 source on file
//3248 CRITICAL CORROBORATION undated

John H. Rutherford: Rutherford's vote for the OBBBA in 2025 represents a reversal of his stated fiscal principle of opposing 'buy now, pay later' governance, as evidenced…

John H. Rutherford
1 source on file
//3245 CRITICAL CORROBORATION undated

Jodey C. Arrington: Rep. Arrington authored H.R. 2811 (Limit, Save, Grow Act) in 2023 and H.R. 1 (One Big Beautiful Bill Act) in 2025, both of which were scored by the AF…

Jodey C. Arrington
1 source on file
//3225 CRITICAL CORROBORATION undated

Riley M. Moore: Moore's claim (Fact 40) that the OBBB 'cuts spending by over $1.5 trillion' contradicts the CBO's projection that the bill adds $3-4 trillion to the f…

Riley M. Moore
1 source on file
//3197 CRITICAL CORROBORATION undated

Kristen McDonald Rivet: Rep. McDonald Rivet publicly celebrated at least two FY2026 Community Project Funding grants (Bridgeport Fire Dept $866,000; Youth Protection Council …

Kristen McDonald Rivet
1 source on file
//3191 CRITICAL CORROBORATION undated

Ken Calvert: Calvert's April 10, 2025 vote for H.Con.Res.14 included reconciliation instructions requiring the House Energy and Commerce Committee to achieve at le…

Ken Calvert
1 source on file
//3181 CRITICAL CORROBORATION undated

Jonathan L. Jackson: Rep. Jackson’s subcommittee assignments on Digital Assets and Commodity Markets/Digital Assets give him direct regulatory authority over the financial…

Jonathan L. Jackson
1 source on file
//3180 CRITICAL CORROBORATION undated

Kristen McDonald Rivet: McDonald Rivet voted against H.R. 5371 on September 19, 2025, despite the bill containing Community Project Funding requests she had submitted for her…

Kristen McDonald Rivet
1 source on file
//3176 CRITICAL CORROBORATION undated

Kat Cammack: Cammack's 2023 nay on the Fiscal Responsibility Act and her 2025 yea on the One Big Beautiful Bill Act create a documented contradiction in her stated…

Kat Cammack
1 source on file
//3161 CRITICAL CORROBORATION undated

Jodey C. Arrington: H.R. 2811 proposed cuts to Medicaid, SNAP, and mandatory spending programs that directly fund services provided by TX-19's top industries: healthcare …

Jodey C. Arrington
1 source on file
//3110 CRITICAL CORROBORATION undated

Academi (formerly Blackwater): The DUNS number for Constellis Holdings (80-0942719) aggregates federal contract obligations that include spending traceable to former Blackwater/Xe o…

Academi (formerly Blackwater)
1 source on file
//3108 CRITICAL CORROBORATION undated

Academi (formerly Blackwater): The claim that lobbying records are absent for Academi may be explained by the fact that Constellis Holdings files lobbying disclosure reports under i…

Academi (formerly Blackwater)
1 source on file
//3104 CRITICAL CORROBORATION undated

Israeli Ministry of Defense: The Israeli Ministry of Defense's Direct Commercial Sales procurements through its NYC Mission are not subject to the same public contract disclosure …

Israeli Ministry of Defense
1 source on file
//3103 CRITICAL CORROBORATION undated

National Security Agency (NSA): Booz Allen Hamilton, Raytheon, and General Dynamics have collectively filed over 1,000 LDA reports between 2015-2023 covering defense and intelligence…

National Security Agency (NSA)
1 source on file
//3088 CRITICAL CORROBORATION undated

Academi (formerly Blackwater): A total absence of Lobbying Disclosure Act filings for the corporate entity Constellis Holdings (including subsidiaries Academi, Xe Services, Blackwat…

Academi (formerly Blackwater)
1 source on file
//3081 CRITICAL CORROBORATION undated

Andreessen Horowitz (a16z): No publicly available ethics waiver or recusal agreement has been issued for David Sacks covering a16z portfolio companies, suggesting either no waive…

Andreessen Horowitz (a16z)
1 source on file
//3078 CRITICAL CORROBORATION undated

SoftBank Vision Fund: SoftBank Vision Fund's convertible non-voting share structure (established 2018) was designed to circumvent CFIUS review of Saudi sovereign investment…

SoftBank Vision Fund
1 source on file
//3071 CRITICAL CORROBORATION undated

Saudi Public Investment Fund (PIF): The SoftBank Vision Fund governance structure does not require PIF to report lobbying expenditures to the SEC, because PIF is a limited partner with n…

Saudi Public Investment Fund (PIF)
1 source on file
//3045 CRITICAL CORROBORATION undated

Thiel Capital: Thiel Capital's use of multiple Delaware single-member LLCs (at least 6 identified) creates a structural opacity mechanism where SEC transaction filin…

Thiel Capital
1 source on file
//3039 CRITICAL CORROBORATION undated

Crescendo Equity Partners: Crescendo's 2017 HPSP investment predated the CHIPS and Science Act (2022) by five years but was materially enabled by Korean state-backed industrial …

Crescendo Equity Partners
1 source on file
//3033 CRITICAL CORROBORATION undated

Maven Smart System: The structural exemption from AI ethics board oversight for Maven Smart System is not the result of a single explicit policy decision, but rather the …

Maven Smart System
1 source on file
//3027 CRITICAL CORROBORATION undated

World Liberty Financial: World Liberty Financial's revenue model (75% of token sale proceeds going to DT Marks DEFI LLC) creates a direct financial interest in the passage of …

World Liberty Financial
2 sources on file