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.

2,005 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//3374 NOTABLE CONTRADICTION undated

Rafael Advanced Defense Systems: The 4-year gap in Rafael SEC filings corresponds to the period between Israel's previous and current Memorandum of Understanding with the US (2007-201…

Rafael Advanced Defense Systems
1 source on file
//3371 NOTABLE CONTRADICTION undated

Maiden Lane LLC: Maiden Lane LLC's litigation avoidance may be attributable to timing advantages during the 2008 crisis when potential plaintiffs prioritized instituti…

Maiden Lane LLC
1 source on file
//3368 NOTABLE CONTRADICTION undated

US Immigration and Customs Enforcement (ICE): In FOIA litigation, plaintiff counsel consistently name 'Immigration and Customs Enforcement' or 'U.S. Immigration and Customs Enforcement' as the def…

US Immigration and Customs Enforcement (ICE)
1 source on file
//3367 NOTABLE CONTRADICTION undated

Marilyn Strickland: H.R. 29 does not appear in the House floor schedule for January 7, 2025, based on available summaries; the first major immigration enforcement vote in…

Marilyn Strickland
1 source on file
//3361 NOTABLE CONTRADICTION undated

Keith Self: Keith Self's total 2023-2024 campaign fundraising of $724,772 places him in the bottom quartile of House members for that cycle, making even comparati…

Keith Self
1 source on file
//3360 NOTABLE CONTRADICTION undated

Clarium Capital: Clarium Capital's SEC 13F filings after 2009 are not consistently in July; they appear in June 2010, October 2011, and then a multi-year gap until Jul…

Clarium Capital
1 source on file
//3356 NOTABLE CONTRADICTION undated

NSO Group: NSO Group's absence from SEC EDGAR is consistent with either (a) no US securities offerings, (b) use of an exempt private placement under Regulation D…

NSO Group
1 source on file
//3355 NOTABLE CONTRADICTION undated

NSO Group: The Israeli Ministry of Defense's Defense Exports Control Agency (DECA) requires NSO to route all foreign engagement, including U.S. policy advocacy, …

NSO Group
1 source on file
//3354 NOTABLE CONTRADICTION undated

NSO Group: Any U.S. person or entity providing advocacy services to NSO Group after November 2021 would face potential liability under the International Emergenc…

NSO Group
1 source on file
//3340 NOTABLE CONTRADICTION undated

SentinelOne: The structural inference that SentinelOne has a January 31 fiscal year and files 10-Ks in late March happens to be correct for real SEC filings, but w…

SentinelOne
1 source on file
//3339 NOTABLE CONTRADICTION undated

Mariannette Miller-Meeks: Miller-Meeks's Rock Island Army Arsenal district employs approximately 6,000 workers who manufacture components for Iron Dome and David's Sling missil…

Mariannette Miller-Meeks
1 source on file
//3338 NOTABLE CONTRADICTION undated

Jodey C. Arrington: The 366-58 margin indicates bipartisan support for H.R.8034, meaning Arrington's vote aligned not only with Republican conference consensus but also w…

Jodey C. Arrington
1 source on file
//3336 NOTABLE CONTRADICTION undated

Jay Obernolte: The $133,250 from 'Electronics Mfg & Equip' is approximately 10% of Obernolte's total 2023-2024 fundraising, a concentration more than double what the…

Jay Obernolte
1 source on file
//3335 NOTABLE CONTRADICTION undated

Jay Obernolte: The top five contributors to Obernolte's 2023-2024 campaign (Google Inc, Mehlman Consulting, Innovative Federal Strategies, Apple Valley Communication…

Jay Obernolte
1 source on file
//3334 NOTABLE CONTRADICTION undated

Gus M. Bilirakis: Bilirakis's no vote on H.R. 9747 places him in the minority (100 House Republicans) against the bipartisan majority (341 votes), a position inconsiste…

Gus M. Bilirakis
1 source on file
//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