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.

1,963 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//1496 NOTABLE CONTRADICTION undated

Stephen Miller: Palantir’s largest federal contract expansions (e.g., ICE’s Investigative Case Management platform) occurred in 2018 and 2020, directly overlapping Mi…

Stephen Miller
1 source on file
//1495 NOTABLE CONTRADICTION undated

Stephen Miller: Stephen Miller’s January 2025 OGE Form 278e discloses 27 Palantir shares (par value $0.001) held in the name of a minor child via an unspecified broke…

Stephen Miller
1 source on file
//1493 NOTABLE CONTRADICTION undated

Stephen Miller: SEC EDGAR's CIK system may assign separate CIK numbers to multiple individuals named Stephen Miller — each with distinct employer fields — meaning Pal…

Stephen Miller
1 source on file
//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
//1491 NOTABLE CONTRADICTION undated

Randy Fine: Rep. Fine's district, where tourism/hospitality represents 11% of economic activity, would experience disproportionate economic impact from restrictio…

Randy Fine
1 source on file
//1488 NOTABLE CONTRADICTION undated

Marcy Kaptur: Kaptur voted FOR the Laken Riley Act (mandatory ICE detention for theft/violent crimes) and THEN voted AGAINST DHS/ICE appropriations 13 months later,…

Marcy Kaptur
1 source on file
//1487 NOTABLE CONTRADICTION undated

Mariannette Miller-Meeks: Her campaign's top donor sectors — health professionals ($6M+ career total) and insurance/finance — have registered federal lobbying positions on PBM …

Mariannette Miller-Meeks
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
//1485 NOTABLE CONTRADICTION undated

Mariannette Miller-Meeks: The IRA's methane fee directly affects IA-01's livestock operations, a sector with at least 0.08 share of district employment (agriculture NAICS 11), …

Mariannette Miller-Meeks
1 source on file
//1484 NOTABLE CONTRADICTION undated

Mariannette Miller-Meeks: Miller-Meeks's July 2025 vote for the One Big Beautiful Bill Act (projected to cut $1 trillion from Medicaid and SNAP, affecting 7.5 million Medicaid …

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
//1479 NOTABLE CONTRADICTION undated

Lisa C. McClain: Kratos Defense & Security Solutions contributed $18,000 to Lisa McClain’s campaigns in the 2023-2024 cycle, making them a top donor; her vote against …

Lisa C. McClain
1 source on file
//1478 NOTABLE CONTRADICTION undated

Lisa C. McClain: The 48-hour window between McClain's shutdown-avoidance newsletter and her vote against the CR is consistent with a pattern of opposition to must-pass…

Lisa C. McClain
1 source on file
//1474 NOTABLE CONTRADICTION undated

Keith Self: Self's district has significant defense contractor employment (Raytheon/Collins Aerospace, 8000 employees), creating a direct constituency interest in…

Keith Self
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
//1467 NOTABLE CONTRADICTION undated

Stripe: Stripe's PAC contributions to at least one federal candidate (Sam T. Liccardo, $25,000) demonstrate political engagement at the federal level, creatin…

Stripe
1 source on file
//1466 NOTABLE CONTRADICTION undated

Stripe: The SEC's Rule 3a-44 final rule (Feb 2023) required any entity facilitating stablecoin settlement to register as a clearing agency by Nov 2023 — this …

Stripe
1 source on file
//1463 NOTABLE CONTRADICTION undated

Jared Moskowitz: The $62,750 average AIPAC contribution for five Florida Democrats who voted to censure Tlaib is likely inflated by Moskowitz's $69,450 figure; the rem…

Jared Moskowitz
1 source on file
//1462 NOTABLE CONTRADICTION undated

Jared Moskowitz: AIPAC's $69,450 contribution to Moskowitz in the 2022-2023 period accounted for 16.5% of his PAC receipts through July 2024, but this sub-period figur…

Jared Moskowitz
1 source on file
//1461 NOTABLE CONTRADICTION undated

Curtis Yarvin: Curtis Yarvin's first known political donation in September 2018 was to Blake Masters, a candidate backed by Peter Thiel, suggesting the shift was tow…

Curtis Yarvin
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
//1457 NOTABLE CONTRADICTION undated

Clarium Capital: The SEC’s enforcement priorities for investment advisers are tiered by AUM, with firms below $1 billion AUM receiving less frequent examination cycles…

Clarium Capital
1 source on file
//1455 NOTABLE CONTRADICTION undated

Clarium Capital: Clarium Capital's 2010-2016 SEC filing gap is inconsistent with exempt reporting adviser status and is more strongly consistent with reorganization as…

Clarium Capital
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
//1447 NOTABLE CONTRADICTION undated

Pramila Jayapal: Contributions from SEIU and other labor unions that supported retaining WA Cares are among the top donor sectors to Jayapal's 2023-2024 campaign (Labo…

Pramila Jayapal
1 source on file
//1446 NOTABLE CONTRADICTION undated

Pramila Jayapal: The failure of Washington Initiative 2124 in 2024 (56.1% opposed) indicates strong district-level support for a mandatory long-term care trust fund, w…

Pramila Jayapal
1 source on file
//1444 NOTABLE CONTRADICTION undated

Michelle Fischbach: Fischbach voted for the One Big Beautiful Bill Act (July 2025) which added an estimated $3.4 trillion to the deficit, a figure 175 times larger than t…

Michelle Fischbach
1 source on file