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.

1,360 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//3331 NOTABLE CONTRADICTION undated

Emanuel Cleaver: Emanuel Cleaver voted 'Present' on H.Res. 894 (expulsion of Rep. George Santos) on December 1, 2023, not December 5 as the untrusted source states. Th…

Emanuel Cleaver
1 source on file
//3328 NOTABLE CONTRADICTION undated

Crescendo Equity Partners: The April 2021 HPSP KOSDAQ IPO prospectus does not list CFIUS as a known risk factor, suggesting that Crescendo's 39.42% stake was not subject to US r…

Crescendo Equity Partners
1 source on file
//3327 NOTABLE CONTRADICTION undated

Rafael Advanced Defense Systems: Rafael Advanced Defense Systems filed a Form 6-K or similar foreign private issuer report with the SEC on December 2, 2013, the same day the Export Co…

Rafael Advanced Defense Systems
1 source on file
//3324 NOTABLE CONTRADICTION undated

Richard Li: As of publicly available EDGAR records, no Form 4 or Form 3 filing by Richard Li Tzar Kai was found on 2023-02-14 for any issuer, including Bridgetown…

Richard Li
1 source on file
//3321 NOTABLE CONTRADICTION undated

Scott Fitzgerald: The district's largest employment sector is manufacturing (75,972 workers), not agriculture - any 'structural economic interest in immigrant labor' wo…

Scott Fitzgerald
1 source on file
//3320 NOTABLE CONTRADICTION undated

Scott Fitzgerald: Scott Fitzgerald's 2023-2024 campaign contributions include $0 in direct contributions from agricultural or dairy PACs, suggesting the dairy industry …

Scott Fitzgerald
1 source on file
//3318 NOTABLE CONTRADICTION undated

Scott Fitzgerald: Fitzgerald's direct PAC contributions in the 2025-2026 cycle ($660,000) represent an approximately 19,000% increase over direct PAC contributions in t…

Scott Fitzgerald
1 source on file
//3317 NOTABLE CONTRADICTION undated

Sara Jacobs: Rep. Jacobs' 2024 campaign fundraising composition (96.07% from large individual donors) is consistent with a self-funding pattern established in 2020…

Sara Jacobs
1 source on file
//3314 NOTABLE CONTRADICTION undated

Sarah Elfreth: At least 12 donors who contributed to Elfreth’s campaign also donated to Donald Trump’s 2024 campaign, indicating a cross-donor network that may reduc…

Sarah Elfreth
1 source on file
//3312 NOTABLE CONTRADICTION undated

Mark Alford: Mark Alford's district has a significant agricultural economy (9% of local employment) and a high poverty rate (14%), suggesting a substantial portion…

Mark Alford
1 source on file
//3308 NOTABLE CONTRADICTION undated

Lloyd Smucker: If the shutdown referenced is the October 2023 45-day CR gap (which did not include USDA funding), Wenger Group's subsidies would not have been interr…

Lloyd Smucker
1 source on file
//3307 NOTABLE CONTRADICTION undated

Kristen McDonald Rivet: The established fact set contains no mention of H.R. 7567 (the bill allegedly containing the HOT Rotisserie Chicken Act provision), suggesting the cla…

Kristen McDonald Rivet
1 source on file
//3306 NOTABLE CONTRADICTION undated

Ken Calvert: The gap between the June 2024 H.R. 8774 vote and the first available defense contractor donation data (Q1 2026) spans six quarters, during which the d…

Ken Calvert
1 source on file
//3299 NOTABLE CONTRADICTION undated

Kat Cammack: Cammack's co-sponsorship of the SAVE Act in May 2024 (H.R. 22) occurred contemporaneously with her public disclosure of an ectopic pregnancy requiring…

Kat Cammack
1 source on file
//3292 NOTABLE CONTRADICTION undated

John James: James's vote for H.R. 8035 (Ukraine funding) — breaking with the GOP majority — is inconsistent with a purely district-poverty-driven budget vote calc…

John James
1 source on file
//3289 NOTABLE CONTRADICTION undated

Jodey C. Arrington: Arrington's district (TX-19) had a 16% poverty rate and was among the highest in uninsured rate among Texas districts in 2017, making it disproportion…

Jodey C. Arrington
1 source on file
//3287 NOTABLE CONTRADICTION undated

Jimmy Panetta: The 2023-2024 cycle saw Panetta's top contributing industry become Pro-Israel at $244,296 (fact 39), representing a shift from his prior career where …

Jimmy Panetta
1 source on file
//3278 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey voted on May 31, 2023 to mandate completion of the Mountain Valley Pipeline under the Fiscal Responsibility Act, a freestanding pipeline mandat…

Marc A. Veasey
1 source on file
//3277 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey's vote for the Mountain Valley Pipeline completion provision (May 2023) is consistent with the Clean Energy Jobs Caucus's likely definition of …

Marc A. Veasey
1 source on file
//3275 NOTABLE CONTRADICTION undated

Lloyd Smucker: Pennsylvania's Act 53 of 2023, signed by Gov. Shapiro on December 14, 2023, expanded the authority of the Attorney General and county district attorne…

Lloyd Smucker
1 source on file
//3274 NOTABLE CONTRADICTION undated

Lucy McBath: Carolyn Bourdeaux, McBath's 2022 primary opponent, also voted for the Bipartisan Safer Communities Act (Roll Call 262, June 24, 2022), suggesting that…

Lucy McBath
1 source on file
//3269 NOTABLE CONTRADICTION undated

Kweisi Mfume: Despite representing a district where 65%+ of residents are Black and Section 702 has historically disproportionately surveilled Black and Muslim Amer…

Kweisi Mfume
1 source on file
//3264 NOTABLE CONTRADICTION undated

Ken Calvert: The claim references a procedural vote occurring on or about April 10, 2026, but no primary source in the established facts confirms the existence of …

Ken Calvert
1 source on file
//3263 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert voted yea on H.R. 8774 (FY2025 Defense Appropriations) on 2024-06-28 and H.R. 8035 (Ukraine Supplemental) on 2024-04-20, establishing a patter…

Ken Calvert
1 source on file
//3261 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's RFMA vote did not change his overall partner/donor profile: his top career defense contractor donors (General Atomics, Lockheed Martin, RTX,…

Ken Calvert
1 source on file
//3260 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's RFMA vote aligns with representation of the Palm Springs tourism economy: the district's top employer (Agua Caliente Casino Resort Spa, 1800…

Ken Calvert
1 source on file
//3259 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's pattern of voting against the Equality Act (2021) but for the Respect for Marriage Act (2022) is consistent with a strategic calculus that d…

Ken Calvert
1 source on file
//3258 NOTABLE CONTRADICTION undated

Ken Calvert: The Respect for Marriage Act vote by Calvert was consistent with his district's heavy economic dependence on Coachella Valley tourism and hospitality,…

Ken Calvert
1 source on file
//3256 NOTABLE CONTRADICTION undated

Kristen McDonald Rivet: The specific FY2026 appropriations bill carrying McDonald Rivet's $866,000 Bridgeport Fire Department grant has not been publicly identified in news r…

Kristen McDonald Rivet
1 source on file
//3249 NOTABLE CONTRADICTION undated

John James: Rep. John James's campaign receives more total itemized contributions ($6,481,831) from out-of-district individual donors than from the Securities & I…

John James
1 source on file