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.

1,855 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//4111 SIGNIFICANT CORROBORATION undated

National Security Agency (NSA): Geographic correlation between NSA contracting office codes and Fort Meade ZIP code 20755 in USASpending place-of-performance data could create a syst…

National Security Agency (NSA)
1 source on file
//4110 SIGNIFICANT CONTRADICTION undated

Alex Karp: The absence of derivative shareholder litigation against Palantir executives in Delaware Chancery Court records suggests either effective corporate in…

Alex Karp
1 source on file
//4109 SIGNIFICANT CONTRADICTION undated

Invariant: Generic business names like 'Invariant' create systematic vulnerabilities in federal oversight architecture where entities can fragment their regulato…

Invariant
1 source on file
//4104 SIGNIFICANT CONTRADICTION undated

BlackRock: Court records show BlackRock Financial Management Inc. paid $8.25 million in 2023 to settle SEC charges related to investment inaccuracies in an ESG f…

BlackRock
1 source on file
//4103 SIGNIFICANT CORROBORATION undated

Richard Li: The pattern of SEC securities filings without corresponding lobbying activity suggests Richard Li's US engagement follows a pure capital markets appro…

Richard Li
1 source on file
//4102 SIGNIFICANT CONTRADICTION undated

Department of Government Efficiency (DOGE): The pattern of DOGE SEC filings spanning exactly 12 months suggests either quarterly reporting obligations or responses to specific regulatory require…

Department of Government Efficiency (DOGE)
1 source on file
//4099 SIGNIFICANT CORROBORATION undated

Brandon Lutnick: The Commerce Department's non-response to multiple congressional inquiries (Wyden/Warren, Aug 2025; Dean, Dec 2025) represents a potentially unprecede…

Brandon Lutnick
1 source on file
//4098 SIGNIFICANT CORROBORATION undated

John Garamendi: Representative John Garamendi voted 'Nay' on H.R. 3746 (Fiscal Responsibility Act of 2023) on May 31, 2023, consistent with the official position of t…

John Garamendi
1 source on file
//4091 SIGNIFICANT CORROBORATION undated

Ken Calvert: The SALT cap raise to $40k provides zero direct federal tax benefit to the 25.3% of CA-41 households who are renters, as they cannot claim the SALT de…

Ken Calvert
1 source on file
//4086 SIGNIFICANT CORROBORATION undated

Mark Alford: Mark Alford's vote against the Fiscal Responsibility Act of 2023 was consistent with his subsequent vote for the One Big Beautiful Bill Act of 2025 on…

Mark Alford
1 source on file
//4081 SIGNIFICANT CORROBORATION undated

John Joyce: WellSpan Health (10,000 employees) is the single largest employer in PA-13 and is the region's primary safety-net hospital provider; $1 trillion in fe…

John Joyce
1 source on file
//4080 SIGNIFICANT CORROBORATION undated

Jodey C. Arrington: Arrington's March 2026 statement about 'retooling' Medicaid cuts constitutes an admission that he was aware the H.R.1 Medicaid provisions violated Sen…

Jodey C. Arrington
1 source on file
//4079 SIGNIFICANT CORROBORATION undated

Jimmy Panetta: Panetta accepted PAC contributions from defense contractors (General Dynamics, Boeing, Lockheed Martin, Raytheon) within two years of his 2016 pledge,…

Jimmy Panetta
1 source on file
//4072 SIGNIFICANT CORROBORATION undated

Peter Mandelson: Peter Mandelson's lobbying disclosure gap exists alongside systematic absence of his firm Global Counsel from UK court records, suggesting coordinated…

Peter Mandelson
1 source on file
//4069 SIGNIFICANT CONTRADICTION undated

Ken Calvert: Calvert's career fundraising from real estate ($1.7M) exceeds his defense industry total ($1.0M), indicating that real estate developers — who benefit…

Ken Calvert
1 source on file
//4068 SIGNIFICANT CONTRADICTION undated

Ken Calvert: The FY2023 NDAA passed the House on the same legislative day (Dec 8, 2022) by a vote of 350-80, indicating broad bipartisan support and reducing the n…

Ken Calvert
1 source on file
//4065 SIGNIFICANT CONTRADICTION undated

Jeff Hurd: Hurd signed a March 2025 letter to protect clean energy tax credits – this directly contradicts the inference of donor-driven voting since Chevron and…

Jeff Hurd
1 source on file
//4062 SIGNIFICANT CORROBORATION undated

Pablo Jose Hernández: Hernández's campaign finance records currently lack a publicly reproducible methodology for calculating the 15% figure attributed to San Juan legal an…

Pablo Jose Hernández
1 source on file
//4060 SIGNIFICANT CONTRADICTION undated

Jodey C. Arrington: Arrington's 4th-largest career donor sector is Health Professionals ($574,687), indicating healthcare is a major fundraising priority despite being ou…

Jodey C. Arrington
1 source on file
//4054 SIGNIFICANT CONTRADICTION undated

Gus M. Bilirakis: H.R. 2550 (118th Congress) was titled 'Health Equity and Access under the Law' and addressed interstate health insurance sales—not public broadcasting…

Gus M. Bilirakis
1 source on file
//4052 SIGNIFICANT CORROBORATION undated

Ed Case: Ed Case voted Nay on H.R. 7511 (Laken Riley Act, 2024 version) on March 7, 2024, aligning with his district's demographics and party leadership, not w…

Ed Case
1 source on file
//4049 SIGNIFICANT CORROBORATION undated

Internal Revenue Service (IRS): The attribution gap for IRS-Palantir contracts on USASpending may have resulted in incomplete oversight by Congressional committees in 2023 when Sen. …

Internal Revenue Service (IRS)
1 source on file
//4048 SIGNIFICANT CORROBORATION undated

Office of Personnel Management (OPM): Contract 47QSCB20F104C was awarded by OPM under the GSA OASIS Small Business vehicle, not through a standalone OPM solicitation.

Office of Personnel Management (OPM)
1 source on file
//4046 SIGNIFICANT CORROBORATION undated

Richard Li: Richard Li's SEC filing activity likely spans multiple EDGAR CIK numbers, with at least one CIK for Pacific Century Group entities and possibly separa…

Richard Li
1 source on file
//4044 SIGNIFICANT CORROBORATION undated

CACI International: CACI International's USASpending absence for 2014-2022 appears to be partially an artefact of searching only the parent entity name 'CACI Internationa…

CACI International
1 source on file
//4038 SIGNIFICANT CORROBORATION undated

Rafael Advanced Defense Systems: The FMS cost structure for Iron Dome systems may include a 3-5% administrative surcharge not present in direct procurement, creating a hidden cost pre…

Rafael Advanced Defense Systems
1 source on file
//4035 SIGNIFICANT CORROBORATION undated

Thiel Capital: The conflict between Securities Act Section 11 sponsor liability and Investment Advisers Act family office exemption was neither anticipated nor addre…

Thiel Capital
1 source on file
//4033 SIGNIFICANT CORROBORATION undated

Maven Smart System: Google's 2018 Project Maven withdrawal may have triggered an unanticipated consequence: it created a 'controversy classification' precedent, where the…

Maven Smart System
1 source on file
//4032 SIGNIFICANT CORROBORATION undated

Project Maven: No SEC EDGAR filings from Google or Palantir between 2018 and 2020 disclose any legal proceedings involving the other party related to Project Maven.

Project Maven
1 source on file
//4030 SIGNIFICANT CORROBORATION undated

Valar Ventures: If cash distributions to the Epstein estate exist, they would likely appear in estate accounting filed in U.S. Virgin Islands probate court under Case…

Valar Ventures
1 source on file