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.

//1492 NOTABLE CORROBORATION undated

Randy Fine: FL-06's top three employers are all healthcare institutions (Halifax Health, AdventHealth Daytona Beach, Embry-Riddle Aeronautical University), with h…

Randy Fine
1 source on file
//1486 NOTABLE CORROBORATION undated

Mariannette Miller-Meeks: Miller-Meeks's Energy and Commerce Committee position means her vote on the IRA was subject to pharmaceutical industry lobbying against the Medicare d…

Mariannette Miller-Meeks
1 source on file
//1482 NOTABLE CORROBORATION undated

Mariannette Miller-Meeks: The University of Iowa/UI Health Care is by far the single largest employer in IA-01 (approximately 32,000 employees), more than ten times the size of…

Mariannette Miller-Meeks
1 source on file
//1480 NOTABLE CORROBORATION undated

Lisa C. McClain: House Speaker Mike Johnson was absent for the Sept 30, 2023 CR vote, not recorded as a Yea vote, contra the claim that 'all four voted yea or were abs…

Lisa C. McClain
1 source on file
//1473 NOTABLE CORROBORATION undated

Keith Self: Rep. Self's public statements show a pattern of claiming process-objection for voting against major bipartisan packages, but his subsequent votes for …

Keith Self
1 source on file
//1459 NOTABLE CORROBORATION undated

xAI: The GSA OneGov agreement (September 25, 2025) making Grok available to federal agencies for $0.42 per organization for 18 months represents a platform…

xAI
1 source on file
//1453 NOTABLE CORROBORATION undated

Clarium Capital: No SEC enforcement action, deficiency notice, or administrative proceeding against Clarium Capital Management LLC or Clarium L.P. has been found in pu…

Clarium Capital
1 source on file
//1452 NOTABLE CORROBORATION undated

Valar Ventures: Pennsylvania PSERS holds a limited partner position in Valar Ventures' 2020 vintage fund and publishes quarterly performance data that includes cash f…

Valar Ventures
1 source on file
//1448 NOTABLE CORROBORATION undated

Mike Collins: No evidence has been found in the Federal Motor Carrier Safety Administration SAFER database that either M&M TRANSPORT SERVICES, INC. or M&M TRANSPORT…

Mike Collins
2 sources on file
//1430 NOTABLE CORROBORATION undated

Stephen Miller: No publicly available OGE ethics waiver or recusal agreement has been identified for Stephen Miller regarding Palantir Technologies, despite his docum…

Stephen Miller
2 sources on file
//1405 NOTABLE CORROBORATION undated

Curtis Yarvin: Tlon Corporation's venture capital investors, such as Founders Fund and Andreessen Horowitz, have contractual rights primarily limited to their invest…

Curtis Yarvin
1 source on file
//1393 NOTABLE CORROBORATION undated

Harriet M. Hageman: Hageman's selective disclosure pattern on H.R. 1 tradeoffs reflects a conflict between her energy industry donor base (Peabody Energy $12,000, Koch In…

Harriet M. Hageman
1 source on file
//1371 NOTABLE CORROBORATION undated

Israel Aerospace Industries (IAI): IAI's SEC filings from 2009-2024 consist primarily of Form 6-K (foreign private issuer reports) and prospectuses for bond offerings on the Tel Aviv St…

Israel Aerospace Industries (IAI)
1 source on file
//1364 NOTABLE CORROBORATION undated

Booz Allen Hamilton: Booz Allen Hamilton's fiscal year ends March 31, creating a systematic lag of up to 12 months between USASpending obligation dates and SEC revenue rec…

Booz Allen Hamilton
1 source on file
//1359 NOTABLE CORROBORATION undated

Booz Allen Hamilton: Booz Allen Hamilton's GSA Schedule 70 contract (GS-35F-0533L) has an estimated active obligations value of $4-6 billion across all task orders, but on…

Booz Allen Hamilton
1 source on file
//1347 NOTABLE CORROBORATION undated

Michael K. Simpson: Simpson's yes vote on the Fiscal Responsibility Act of 2023 aligned him with 68% of House Republicans (149 of 220 voting members), placing him clearly…

Michael K. Simpson
1 source on file
//1333 NOTABLE CORROBORATION undated

Founders Fund: Founders Fund Management LLC's SEC Form ADV filing (CRD# 112835) would provide a single regulatory entity that regulators recognize as the ultimate pa…

Founders Fund
2 sources on file
//1329 NOTABLE CORROBORATION undated

Founders Fund: The House of Lords AI Committee's published written evidence database and oral evidence transcripts contain no mention of 'Founders Fund', 'Peter Thie…

Founders Fund
2 sources on file
//1328 NOTABLE CORROBORATION undated

Anduril Industries: The inferential claim's reference to a 'next major contract award (Jan 2022)' cannot be confirmed against any single publicly documented contract exce…

Anduril Industries
2 sources on file
//1326 NOTABLE CORROBORATION undated

Anduril Industries: Anduril Industries PAC (Committee ID C00757323) was registered with the FEC on November 17, 2020, exactly 55 days after the ABMS IDIQ contract award d…

Anduril Industries
2 sources on file
//1307 NOTABLE CORROBORATION undated

Curtis Yarvin: No SBIR or STTR award records for Tlon Corporation or Urbit appear in the publicly searchable SBIR.gov database as of the training data cutoff.

Curtis Yarvin
2 sources on file
//1298 NOTABLE CORROBORATION undated

Curtis Yarvin: No documented SBIR or STTR award has been found for Tlon Corporation in publicly available award databases, but no systematic search has been conducte…

Curtis Yarvin
2 sources on file
//1293 NOTABLE CORROBORATION undated

Curtis Yarvin: Michael Anton is the documented recipient of a book circulated by Yarvin, and Anton was appointed to a senior policy role (Director of Policy Planning…

Curtis Yarvin
2 sources on file
//1289 NOTABLE CORROBORATION undated

Steve Bannon: The SEC EDGAR search for 'Steve Bannon' retrieved PSQ Holdings, Inc. filings (SIC 7310, Advertising), indicating Bannon's name appears in the annual r…

Steve Bannon
2 sources on file
//1283 NOTABLE CORROBORATION undated

Curtis Yarvin: No SEC EDGAR Form D filing by Tlon Corporation since 2014 is consistent with either no new equity issuance through 2019 OR the use of an exemption (e.…

Curtis Yarvin
1 source on file
//1282 NOTABLE CORROBORATION undated

Anduril Industries: Trae Stephens' dual role as Founders Fund partner and Anduril board member has been publicly reported in multiple news outlets, making it a disclosed …

Anduril Industries
1 source on file
//1277 NOTABLE CORROBORATION undated

Shyam Sankar: Palantir Technologies Inc. has maintained a registered lobbying presence with the U.S. Senate since at least 2008, typically disclosing 2-4 in-house l…

Shyam Sankar
1 source on file
//1276 NOTABLE CORROBORATION undated

Anduril Industries: Founders Fund, which holds significant Palantir equity and is represented on Anduril's board by co-founder Trae Stephens, has not disclosed any formal…

Anduril Industries
1 source on file
//1273 NOTABLE CORROBORATION undated

Anduril Industries: The $20B Army enterprise contract with Anduril was structured as a non-competitive enterprise agreement for commercially available products, reducing …

Anduril Industries
1 source on file
//1271 NOTABLE CORROBORATION undated

Anduril Industries: The U.S. Army’s $20B enterprise agreement with Anduril (Fact 33) contains no public mechanism for auditing the proportion of classified work ordered u…

Anduril Industries
1 source on file