Academic Network
Lawrence Krauss: 29,399 Mentions and the Origins Project
TLDR Lawrence M. Krauss, former Foundation Professor at Arizona State University and founding director of the ASU Origins Project, appears 29,399 times across...
Investigations
All reports, analyses, and investigative articles.
Jurisdictions
Lithuania: The Thinnest Thread, Confirmed
TLDR Lithuania was initially the thinnest financial thread connecting Epstein to any investigating country — approximately EUR 90,000 in confirmed wire...
Documentary Production
EP02: The Pipeline — 1.18 Million Entities and the Missing Third
TLDR Episode 2 of PAPER TRAIL introduces the 16-script processing pipeline that converted 2.1 million raw government documents into structured, searchable data...
Documentary Production
EP03: Ghosts in the Machine — When Machines Hallucinate
TLDR Episode 3 of PAPER TRAIL confronts the pipeline's most dangerous failure mode: phantom entities generated by OCR hallucination. Of the top 25...
Documentary Production
EP10: 863,000 Emails — The Post-Conviction Network
TLDR Episode 10 of PAPER TRAIL covers the 863,000-email sub-corpus spanning Data Sets 9 and 11 — scanned printouts processed through Relativity litigation...
Documentary Production
EP12: The Method — 0.84 and the Line Between Computation and Evidence
TLDR Episode 12 of PAPER TRAIL explains how computational findings become evidence: the Daubert standard for legal admissibility, five quality gates the...
Documentary Production
EP13: Convergence — Six Domains, 232,083 Events, Zero Findings
TLDR Episode 13 of PAPER TRAIL aligns six evidence domains — bank documents, wire transfers, FedEx shipments, flight logs, corporate filings, and institutional...
Documentary Production
EP14: What Remains — 42% and the Pipeline That Waits
TLDR Episode 14, the series finale, confronts the 42% gap: the DOJ identified over 6 million potentially responsive pages and released approximately 3.5...
Jurisdictions
Lithuania First Response: Corpus Analysis Attached to Criminal Case File
TLDR On March 17, 2026, the Panevezys Regional Prosecutor's Office (Organized Crime and Corruption Investigation Division) formally acknowledged receipt of...
Detention & Custody
278 Guard Gaps: 202 Minutes Without Oversight
TLDR VLM frame-by-frame annotation of 4,178 key frames across all 368 surveillance videos with parseable timestamps reveals guards present in 91.0% of frames...
Detention & Custody
42 Times a Door Changed Without a Guard
TLDR Across all 368 analyzed surveillance videos from the Metropolitan Correctional Center, 42 door status transitions occurred with no guard visible in the...
Detention & Custody
What the Control Room Revealed
TLDR The 106 control room videos -- previously unanalyzed -- have now been fully processed, yielding 869 annotated frames across 55 videos with parseable...
Detention & Custody
Arrest Night: Two Cameras, Zero Guards
TLDR On July 6, 2019 at 22:00:47 -- the night of Jeffrey Epstein's arrest -- both a cell tier camera and the control room camera simultaneously show zero...
Detention & Custody
4% to 34%: Guard Absence Escalation
TLDR Guard absence rates escalated from a July baseline of 4-9% to a peak of 34.2% on August 2, 2019. The rate remained at 29-30% through August 9-10 -- the...
Detention & Custody
The 98% Blind Spot
TLDR Of 247 floor-level guard gaps identified across corridor, cell tier, and common area cameras, 243 (98.4%) have no overlapping control room footage. For...
Detention & Custody
The Lag Effect
TLDR Guard absence rates correlate with detention phases, not individual events. The pre-arrest baseline was 4.7%. The arrest-through-suicide-attempt period...
Congressional Oversight Profiles
Rep. Jim Jordan and the Epstein Files: What Western Ohio Constituents Should Know
TLDR As Chairman of the House Judiciary Committee, Rep. Jim Jordan (R-OH) holds the primary gatekeeper role over DOJ and FBI oversight hearings on Epstein file...
Congressional Oversight Profiles
Sen. Chuck Grassley and the Epstein Files: What Iowa Constituents Should Know
TLDR As Chairman of the Senate Judiciary Committee and a member of the Finance Committee, Sen. Chuck Grassley (R-IA) has dual jurisdiction over both DOJ...
Congressional Oversight Profiles
Rep. Ro Khanna and the Epstein Files: What Silicon Valley Constituents Should Know
TLDR Rep. Ro Khanna authored the Epstein Files Transparency Act, read six redacted co-conspirator names on the House floor, and continues to push for full DOJ...
Congressional Oversight Profiles
Rep. Thomas Massie and the Epstein Files: What Northern Kentucky Constituents Should Know
TLDR Thomas Massie filed the discharge petition that broke H.R. 4405 out of committee and forced a floor vote, making him the Republican who made the Epstein...
Congressional Oversight Profiles
Rep. Robert Garcia and the Epstein Files: What Long Beach Constituents Should Know
TLDR As Ranking Member of the House Oversight Committee, Rep. Robert Garcia is the top Democrat with direct oversight jurisdiction over DOJ compliance and has...
Congressional Oversight Profiles
Rep. Lauren Boebert and the Epstein Files: What Eastern Colorado Constituents Should Know
TLDR Lauren Boebert was one of only four Republicans who signed the discharge petition forcing H.R. 4405 to the House floor, and she refused to remove her name...
Congressional Oversight Profiles
Rep. Nancy Mace and the Epstein Files: What Charleston Constituents Should Know
TLDR Nancy Mace signed the discharge petition as a survivor of sexual assault, chairs the Oversight subcommittee with direct DOJ/FBI jurisdiction, and has...
Congressional Oversight Profiles
Rep. Stephen F. Lynch and the Epstein Files: What South Boston Constituents Should Know
TLDR As Acting Ranking Member of House Oversight and a senior member of Financial Services, Stephen Lynch holds dual jurisdiction over both DOJ compliance and...
Congressional Oversight Profiles
Rep. Yassamin Ansari and the Epstein Files: What Phoenix Constituents Should Know
TLDR As a freshman member of the House Oversight Committee, Yassamin Ansari has emerged as one of the most aggressive voices on Epstein file disclosure —...
Congressional Oversight Profiles
Rep. James P. McGovern and the Epstein Files: What Worcester Constituents Should Know
TLDR As Ranking Member of the House Rules Committee, James McGovern forced the procedural confrontation that made the Epstein Files Transparency Act possible —...
Congressional Oversight Profiles
Rep. Hank Johnson and the Epstein Files: What DeKalb County Constituents Should Know
TLDR Rep. Hank Johnson (D-GA), a senior Judiciary Committee member and ranking member on three subcommittees, directly confronted AG Bondi over the public...
Congressional Oversight Profiles
Rep. Ilhan Omar and the Epstein Files: What Minneapolis Constituents Should Know
TLDR Rep. Ilhan Omar (D-MN), Deputy Chair of the Congressional Progressive Caucus, has been among the most vocal Democrats demanding full Epstein file...
Congressional Oversight Profiles
Rep. Wesley Bell and the Epstein Files: What St. Louis Constituents Should Know
TLDR Rep. Wesley Bell (D-MO), a former prosecutor on the Oversight Committee's Federal Law Enforcement subcommittee, supported the bipartisan motion to...
Congressional Oversight Profiles
Rep. Kweisi Mfume and the Epstein Files: What Baltimore Constituents Should Know
TLDR Rep. Kweisi Mfume (D-MD), a senior Oversight Committee member and former NAACP President, has met with nearly a dozen Epstein survivors and released newly...
Congressional Oversight Profiles
Rep. Mary Gay Scanlon and the Epstein Files: What Delaware County Constituents Should Know
TLDR Rep. Mary Gay Scanlon (D-PA), ranking member of the Judiciary Subcommittee on Constitution and Limited Government, brings 14 years of pro bono child...
Congressional Oversight Profiles
Del. Eleanor Holmes Norton and the Epstein Files: What DC Constituents Should Know
TLDR Del. Eleanor Holmes Norton (D-DC), the longest-serving DC delegate and a civil rights icon, has cosponsored Epstein transparency measures from a uniquely...
Congressional Oversight Profiles
Rep. Shri Thanedar and the Epstein Files: What Detroit Constituents Should Know
TLDR Rep. Shri Thanedar (D-MI) introduced articles of impeachment against Attorney General Pam Bondi in February 2026, alleging a "conspiracy to cover up...
Congressional Oversight Profiles
Rep. Johnny Olszewski and the Epstein Files: What Baltimore County Constituents Should Know
TLDR Rep. Johnny Olszewski Jr. (D-MD) personally reviewed partially unredacted Epstein files at the DOJ annex and publicly asked the question many constituents...
Congressional Oversight Profiles
Rep. Nancy Pelosi and the Epstein Files: What San Francisco Constituents Should Know
TLDR Speaker Emerita Nancy Pelosi (D-CA), the highest-profile Democrat to sign the Epstein files discharge petition, lent her institutional authority to a rare...
Congressional Oversight Profiles
Rep. Seth Moulton and the Epstein Files: What North Shore Massachusetts Constituents Should Know
TLDR Rep. Seth Moulton (D-MA), a Marine Corps veteran who served four tours in Iraq, took direct action to preserve Epstein documents that the DOJ removed from...
Congressional Oversight Profiles
Rep. Maxine Dexter and the Epstein Files: What Portland Constituents Should Know
TLDR Rep. Maxine Dexter (D-OR) brought an Epstein survivor to the State of the Union, declared anyone blocking release "complicit in shielding...
Congressional Oversight Profiles
Rep. Darren Soto and the Epstein Files: What Central Florida Constituents Should Know
TLDR Rep. Darren Soto (D-FL) represents Central Florida — the state where Epstein's crimes were committed, where the original Non-Prosecution Agreement was...
Congressional Oversight Profiles
Rep. Brad Sherman and the Epstein Files: What San Fernando Valley Constituents Should Know
TLDR Rep. Brad Sherman (D-CA), a CPA and Harvard Law graduate who serves on the Financial Services Committee, signed the discharge petition declaring...
Congressional Oversight Profiles
Rep. Chris Deluzio and the Epstein Files: What Western Pennsylvania Constituents Should Know
TLDR Rep. Chris Deluzio (D-PA), a Naval Academy graduate and Iraq veteran who earned his J.D. magna cum laude from Georgetown, posted a "Release the...
Congressional Oversight Profiles
Rep. Adam Smith and the Epstein Files: What South King County Constituents Should Know
TLDR Rep. Adam Smith (D-WA), the Ranking Member of the House Armed Services Committee and one of the longest-serving House Democrats, cosponsored the Epstein...
Congressional Oversight Profiles
Rep. Danny K. Davis and the Epstein Files: What Chicago Constituents Should Know
TLDR Rep. Danny K. Davis (D-IL), the Ranking Member of the Ways and Means Subcommittee on Worker and Family Support and one of the longest-serving members of...
Congressional Oversight Profiles
Rep. Shomari Figures and the Epstein Files: What Mobile Constituents Should Know
TLDR Rep. Shomari Figures (D-AL), a former DOJ official who served as Deputy Chief of Staff and Counselor to Attorney General Merrick Garland and as White...
Congressional Oversight Profiles
Rep. Seth Magaziner and the Epstein Files: What Southern Rhode Island Constituents Should Know
TLDR Rep. Seth Magaziner (D-RI), the Ranking Member of the Homeland Security Subcommittee on Counterterrorism and Intelligence, cosponsored the Epstein Files...
Congressional Oversight Profiles
Rep. Josh Harder and the Epstein Files: What Central Valley Constituents Should Know
TLDR Rep. Josh Harder (D-CA) sits on the House Appropriations Committee — the body that controls the Department of Justice's budget — and cosponsored the...
Detention & Custody
419 Surveillance Videos: What the Cameras Recorded
TLDR Data Set 8 of the DOJ Epstein document release contains 419 MP4 surveillance videos totaling 412.5 hours of footage from the Metropolitan Correctional...
Network & Temporal
610 Breakpoints: How PELT Recalibration Tightened Temporal Analysis
TLDR A penalty sweep across 20 logarithmic steps reduced the corpus change-point count from 889 to 610, with the optimal penalty of 0.2069 selected by elbow...
Network & Temporal
Flight Domain Integration: 13 Passengers Who Also Appear in Financial Records
TLDR After a vision language model extracted 4,286 flights and 392 passenger names from handwritten logs, name deduplication and cross-domain matching...
Methodology
5,000 Iterations: Why Monte Carlo Confirms the Conclusions
TLDR A Monte Carlo simulation ran 5,000 iterations with eight Beta-distributed parameters to test whether the project's conclusions change under parameter...
Methodology
Error Disclosure: What Compound Error Ceilings Mean for Every Conclusion
TLDR Eight pipeline stages contribute measured error rates that compound to a worst-case correct rate of 8.4%, meaning any conclusion that passes through every...
Analytical Outputs
Bayesian Belief Networks: Probability Estimates for Three Hypotheses
TLDR Bayesian Belief Networks translated three qualitative ACH matrices into formal probability estimates: Spoliation P=0.90, Willful Blindness P=0.77, and...
Analytical Outputs
53 Leads Under Management: The Lead Queue State Machine
TLDR A finite state machine manages 53 deduplicated leads drawn from three sources: 20 from cross-domain synthesis, 33 from anomaly-driven convergence, and 2...
Analytical Outputs
Three Tiers of Narrative: FRE 1006 Litigation-Ready Products
TLDR The synthesis engine generates three tiers of narrative product -- executive summary, evidentiary chronology, and methodology disclosure -- totaling...
Corpus & Data
What 2.1 Million Documents Look Like
TLDR The Jeffrey Epstein document corpus contains 2,100,266 files across 12 DOJ data sets and 6 source directories, totaling approximately 331 GB. It spans...
Corpus & Data
The 16-Script Pipeline
TLDR A pipeline of 27+ Python scripts transforms 2.1 million raw government documents into a searchable PostgreSQL database with 2.38 million extracted...
Corpus & Data
The 42% Gap
TLDR The DOJ released approximately 3.5 million pages while acknowledging that more than 6 million pages were identified as potentially responsive — a 42% gap...
Corpus & Data
Chao1 Species Richness
TLDR The Chao1 estimator — a statistical method originally designed to estimate the total number of species in an ecosystem, applied here to estimate total...
Financial Forensics
224 Wires, $24.1 Million
TLDR The corpus contains 224 parsed wire transfers totaling $24,059,535.45, spanning April 2004 to August 2019 across five banking institutions....
Financial Forensics
Willful Blindness: $150 Million
TLDR The New York Department of Financial Services fined Deutsche Bank $150 million for systemic anti-money laundering failures in the Epstein relationship. A...
Financial Forensics
The TD Bank SAR: $47.3 Million
TLDR A single 29-page TD Bank Suspicious Activity Report documents $47.3 million in suspicious transactions across 25 subjects from May 2015 to August 2019. It...
Financial Forensics
The Butterfly Trust
TLDR The Butterfly Trust, opened at Deutsche Bank in January 2014 with Indyke and Kahn as co-trustees, disbursed $2.65 million through more than 120 wire...
Financial Forensics
Benford's Law and the Round Numbers
TLDR Benford's Law predicts that the leading digit of naturally occurring financial data follows a logarithmic distribution — digit 1 appears roughly 30% of...
Machine Intelligence
OCR Hallucinations
TLDR OCR engines (software that converts images of text into searchable characters) produce phantom entities from blank form labels and repeated document...
Machine Intelligence
The Wrong Robert
TLDR A FedEx shipment from ".EFFERY EOSTIEN" to "ROBERT" at "ART CF WOMEN" in Hawaii was initially identified as linking Epstein...
Machine Intelligence
VLM on a Consumer GPU
TLDR Qwen2.5-VL-7B (a vision-language model — an AI system that reads images the way a human would) running on a single NVIDIA RTX 4070 with 8 GB of video...
Machine Intelligence
2.38 Million NER Entities
TLDR Automated name detection software extracted 2,383,898 entities from 2.05 million documents — 57% organizations, 37% persons, 6% locations. Nearly one in...
Corporate & Aviation
Eight Aircraft: Tracing Jeffrey Epstein's Fleet Through FAA Records
TLDR FAA registry records document eight aircraft registered to eleven Epstein-controlled corporate entities between 1969 and 2021 (Federal Aviation...
Corporate & Aviation
Fifty-Three Shells: Mapping Epstein's Corporate Architecture
TLDR Approximately 53 corporate entities linked to Epstein span five jurisdictions, with attorney Darren Indyke appearing as officer on more than ten of them...
Corporate & Aviation
Domestic Offshore: How the USVI Became Epstein's Tax Haven
TLDR The USVI Economic Development Commission granted Southern Trust Company a 90% income tax exemption in 2013 based on its claimed business of "DNA...
Physical Logistics
2,894 Packages: What FedEx Invoices Reveal About Epstein's Logistics
TLDR Custom-built parsing scripts extracted 2,894 FedEx shipments from DOJ-released invoices, spanning July 2000 through October 2005 (PAPER TRAIL Project,...
Physical Logistics
148 Third-Party Shipments: Who Had Access to Epstein's FedEx Account?
TLDR Of 148 FedEx shipments marked "Third Party," 94% still billed to Epstein's personal account -- meaning the designation identifies who initiated...
Physical Logistics
The NY Command Center: 457 Madison Avenue and Epstein's Shipping Hub
TLDR 457 Madison Avenue Floor 4, located in the landmark Villard Houses, served as the operational hub for both of Epstein's FedEx accounts (PAPER TRAIL...
Network & Temporal
4,286 Flights: How a Vision Language Model Read Handwritten Flight Logs
TLDR Traditional text extraction failed completely on Epstein's handwritten flight logs. A vision language model -- a type of AI that interprets entire page...
Network & Temporal
125,620 Communities: Network Topology of 2.38 Million Entities
TLDR A grouping algorithm that finds clusters of closely connected entities -- called Leiden community detection -- applied to 29.5 million entity...
Network & Temporal
889 Breakpoints: Detecting Temporal Shifts in Document Activity
TLDR An algorithm that finds sudden shifts in document activity patterns -- called PELT -- detected 889 verified breakpoints in document activity time series,...
Network & Temporal
Information Surprisal: Finding the Documents Nobody Searched For
TLDR A scoring method that flags documents containing unusual combinations of names -- combining two established information-theory measures called IDF and PMI...
Methodology
External Corroboration: How Six Agents Verified the Corpus
TLDR Six parallel research agents independently verified corpus findings against public registries, FAA records, and court filings (PAPER TRAIL Project,...
Methodology
519K Splink Clusters: Turning 2.38 Million Fragments Into One Namespace
TLDR Probabilistic entity resolution using a statistical matching method reduced 2.38 million raw Named Entity Recognition entries to 519,000 unified clusters...
Methodology
Daubert Admissibility: Building a Pipeline for the Courtroom
TLDR Every analytical method in the pipeline was selected to satisfy the legal standard courts use to decide whether scientific evidence is admissible --...
Methodology
9 Leads and 3 ACH Matrices: What Cross-Domain Synthesis Actually Found
TLDR Cross-domain synthesis across 232,000 events produced nine investigative leads and zero confirmed findings -- every lead fell below the 0.75 confidence...
Law & Accountability
P.L. 119-38: The Law That Opened the Files
TLDR The Epstein Files Transparency Act (P.L. 119-38) passed the House 427-1 and the Senate by unanimous consent, mandating release of all unclassified Epstein...
Law & Accountability
Congressional Actions, February 2026: Depositions, Surveillance, and Impeachment
TLDR February 2026 was the most consequential month for Epstein accountability since the 2019 arrest. Congress compelled the first-ever deposition of a former...
Law & Accountability
Four Countries, Six Forces: The International Criminal Response
TLDR Poland, France, the United Kingdom, and Lithuania opened formal criminal investigations into Epstein connections within weeks of each other in early 2026....
Law & Accountability
29 Letters to Congress: Corpus Evidence for Oversight
TLDR Twenty-nine individualized letters were generated for H.R. 4405 cosponsors and committee chairs, each containing a corpus-sourced analytical enclosure...
Jurisdictions
France: $1.575 Million in Wire Transfers
TLDR French entities received $1.575 million in wire transfers from Epstein-linked accounts, including $699,000 to the PIASA auction house (PAPER TRAIL...
Jurisdictions
UK Jurisdiction: Maxwell Across Three Domains
TLDR Ghislaine Maxwell's British citizenship creates UK criminal jurisdiction across three evidence domains documented in the corpus: UBS financial accounts...
Jurisdictions
New York: Where Every Thread Converges
TLDR New York is the jurisdictional convergence point for the Epstein network. Deutsche Bank maintained 40-plus accounts at its New York branch, 575 Lexington...
Public Discourse
Pizzagate: Zero Evidence in 2.1 Million Documents
TLDR A systematic search of 2.1 million documents across 12 DOJ data sets produces zero evidence supporting Pizzagate conspiracy theories (PAPER TRAIL Project,...
Public Discourse
Four Tiers of Verification
TLDR Every factual claim in the PAPER TRAIL documentary series is assigned one of four evidence tiers: T1 (government primary source), T2 (corpus-derived), T3...
Public Discourse
Method as Protagonist
TLDR PAPER TRAIL presents analytical methodology rather than individuals as the narrative protagonist. The machine's process of discovery -- how it extracts...
Person Profiles
Darren Indyke: The $14.66 Million IOLA
TLDR Darren K. Indyke served as Epstein's in-house attorney for more than 15 years, appeared as officer on 10-plus corporate entities, and controlled an...
Person Profiles
Richard Kahn: The Accountant With $62,400 in Cash
TLDR Richard Kahn served as Epstein's accountant, co-executor, Butterfly Trust co-trustee, and sole authorized signer on HBRK Associates. Two months before...
Person Profiles
Bella Klein: HBRK Controller Since 1999
TLDR Bella Klein has served as HBRK Assistant Controller since November 1999, making her one of the longest-tenured financial operatives in the Epstein...
Person Profiles
Lesley Groff: The Scheduling Gatekeeper
TLDR Lesley Groff functioned as Epstein's executive assistant and scheduling gatekeeper, coordinating travel, catering, and visitor appointments documented in...
Person Profiles
Larry Visoski: Chief Pilot, Corporate Officer
TLDR Lawrence Visoski served as Epstein's chief pilot and appeared as officer or manager on four aviation entities: JEGE Inc., JEGE LLC, Hyperion Air, and Plan...
Person Profiles
Alfredo Rodriguez: The Man Who Signed for Packages
TLDR Alfredo Rodriguez appears in FedEx records as the person who signed for packages at Financial Trust Company in St. Thomas, USVI -- including a shipment...
Property Profiles
9 East 71st Street: The $0 Transfer
TLDR One of Manhattan's largest private residences — the 28,000 square-foot Herbert N. Straus House at 9 East 71st Street — passed through three corporate...
Property Profiles
575 Lexington Avenue: Where Three Entities Met
TLDR A single office address — 575 Lexington Avenue, Floor 4, New York — served as the registered location for HBRK Associates, DKI PLLC, and NES LLC,...
Property Profiles
6100 Red Hook Quarter: Seven Entities, One Address
TLDR At least seven Epstein-linked entities registered at a single address — 6100 Red Hook Quarter B3, St. Thomas, USVI 00802. This office served as the...
Property Profiles
Zorro Ranch: FedEx Destination Number One
TLDR Zorro Ranch in Stanley, New Mexico received approximately 29 third-party FedEx shipments billed to Epstein's account — more than any other destination....
Document Deep Dives
The 29-Page SAR
TLDR A single Suspicious Activity Report (SAR — a filing banks are required to submit to the government when they identify potentially illegal financial...
Document Deep Dives
The Approval Email: May 5, 2013
TLDR On May 5, 2013, a single email from a Deutsche Bank executive claimed that the Head of Anti-Money Laundering (AML) Compliance had approved the Epstein...
Document Deep Dives
The Birthday Book: 238 Pages of Organized Contacts
TLDR "THE FIRST FIFTY YEARS" is a 238-page birthday book with a prologue by Ghislaine Maxwell, obtained as House Oversight estate records Request No....
Document Deep Dives
The Non-Prosecution Agreement: Nine Pages, Twelve Years
TLDR The Non-Prosecution Agreement (NPA — a deal between prosecutors and a defendant in which the government agrees not to file federal charges in exchange for...
Document Deep Dives
Banking Credentials Released: OBS-2
TLDR DOJ released at least eight documents containing Richard Kahn's active Deutsche Bank online banking portal credentials — user ID, account number, and...
Document Deep Dives
The Last Will: August 8, 2019
TLDR Jeffrey Epstein's last will — 10 pages, signed August 8, 2019, two days before his death — established the 1953 Trust with Darren Indyke and Richard Kahn...
Corporate Entity Profiles
Southern Trust Company: $391 Million in DNA Database Consulting
TLDR Southern Trust Company held $391.3 million in assets by 2017, was originally incorporated as "Financial Informatics Inc." for "DNA database...
Corporate Entity Profiles
Harlequin Dane LLC: $7.75 Million and a Circular Flow
TLDR Harlequin Dane LLC received $7.75 million in seven wires from Southern Financial, with Darren Indyke as sole signer. Debits went to a real estate title...
Corporate Entity Profiles
JEGE Inc. vs. JEGE LLC: Two Entities, One Name
TLDR JEGE Inc. (Delaware, 2000, ceased 2018) and JEGE LLC (USVI, 2012, sold 2019) are two separate legal entities sharing the "JEGE" name. Together...
Corporate Entity Profiles
Gratitude America: $10 Million from Leon Black
TLDR Gratitude America Ltd., a USVI-based 501(c)(3) foundation (a tax-exempt charitable organization under U.S. tax law), received $10 million from BV70 LLC —...
Corporate Entity Profiles
Black Bag Media and Representation Trust: Two Ghost Entities
TLDR DKI PLLC wired $100,000 to "Black Bag Media" in Arlington, Virginia — an entity with no public records. Indyke's IOLA (Interest on Lawyer...
Corporate Entity Profiles
The Liechtenstein Anstalt: A Sixth Jurisdiction
TLDR HBRK Associates wired $20,000 to Walch Schurti, a Liechtenstein law firm, with the memo "retainer purchase of shares Anstalt." An Anstalt is a...
Temporal
The Deutsche Bank Exit: February to May 2019
TLDR Between February and May 2019, at least five Deutsche Bank accounts linked to Jeffrey Epstein were systematically closed, with wire memos explicitly...
Temporal
The October 2005 Cutoff
TLDR The FedEx shipping records in the Epstein corpus end abruptly in October 2005, approximately four months before his March 2006 Palm Beach arrest. The last...
Temporal
The Final 48 Hours
TLDR On August 8, 2019 — two days before his death — Jeffrey Epstein signed his last will, Indyke's IOLA (Interest on Lawyer Account — a special bank account...
Temporal
The NPA's Twelve-Year Shadow
TLDR The Non-Prosecution Agreement (NPA — a deal between prosecutors and a defendant in which the government agrees not to file federal charges in exchange for...
Comparisons
Deutsche Bank vs. TD Bank: Sequential Institutional Failure
TLDR Deutsche Bank served as Epstein's primary financial institution from 2013 to 2018, receiving a $150 million penalty for anti-money laundering failures. TD...
Comparisons
DS9 vs. DS11: 863,000 Emails the DOJ Mislabeled
TLDR Data Set 9 (531,256 files) and Data Set 11 (331,655 files) together constitute 863,000 email documents — the largest sub-corpus. DS11 was publicly...
Comparisons
Redacted vs. Unredacted: What Flight Log Quality Costs
TLDR Vision-language model processing of unredacted flight logs extracted 4,286 flights with 392 unique passenger names at zero errors. The same model on...
Technical Deep Dives
Sub-Second Search Across 2.1 Million Documents
TLDR A fast full-text search system built into the database (known technically as a GIN-indexed tsvector) enables sub-second queries across 2.1 million...
Technical Deep Dives
Detecting Missing Documents With a World War II Statistical Method
TLDR A World War II-era statistical method for estimating how many items exist based on the serial numbers you have seen (known as the German Tank Problem) is...
Technical Deep Dives
The Many Rodgers: How Entity Resolution Handles Scanning Chaos
TLDR A software tool that uses statistics to decide which database records refer to the same person (called Splink) merged eight or more scanning variants of...
Technical Deep Dives
Why Nothing in This Corpus Is a Finding
TLDR Every analytical result in the pipeline receives a confidence grade from a military-origin system for rating how reliable a source is and how credible the...
Data Quality
The Singleton Crisis: 197,945 Entities That Appear Once
TLDR Nearly one in four entities in the corpus (197,945 out of 821,633) appears in only one document. An entity that appears in only one document — called a...
Data Quality
Garbage Cluster Dissolution: When Entity Resolution Connects Noise to Noise
TLDR A cleanup script (Script 19b) dissolved 8 entity groups containing 3,576 records that had been incorrectly merged because unreadable text that the...
Data Quality
Header Absorption: How 190 Pages Created a Phantom City
TLDR A 190-page Ghislaine Maxwell UBS account statement (EFTA01275697.pdf) generated 190 false "Krakow" entity mentions when automated text scanning...
Stakeholder Deep Dives
Wexner: 'I Was Conned'
TLDR Les Wexner testified under deposition that he was "conned" by Epstein, despite appearing 1,000 or more times in released files, transferring a...
Stakeholder Deep Dives
Clinton Under Subpoena
TLDR Bill Clinton became the first former president in American history compelled to testify under subpoena, sitting for approximately six hours before the...
Stakeholder Deep Dives
Mandelson Arrest
TLDR Lord Peter Mandelson, former UK Cabinet Minister, was arrested February 23, 2026 by Metropolitan Police on suspicion of misconduct in public office,...
Stakeholder Deep Dives
Poland: Thin Evidence
TLDR Poland established Investigation Team No. 5 to probe Epstein's trafficking and Russian intelligence connections, but the public corpus contains almost no...
Stakeholder Deep Dives
USVI $105 Million Settlement
TLDR The U.S. Virgin Islands Attorney General's $105 million settlement with the Epstein estate named 10 entities and exposed three distinct frauds: a 90% tax...
Infrastructure
Single PC Pipeline
TLDR The entire 2.1 million document Epstein corpus was processed on a single Windows PC: an Intel i9-13950HX with 24 cores, an NVIDIA RTX 4070 with 8 GB of...
Infrastructure
PostgreSQL Schema
TLDR PostgreSQL 16 serves as the single master database for the entire Epstein corpus analysis. Six core tables hold 2.1 million documents, 2.38 million...
Infrastructure
Download and Verify
TLDR The corpus audit script (Script 27) audits the entire corpus in 17 seconds, cross-referencing 2.1 million database records against files on disk across 17...
Cross-Domain Threads
Indyke and Kahn: All Domains
TLDR Darren Indyke and Richard Kahn are the only two entities that appear across every analytical domain in the corpus: wire transfers, corporate...
Cross-Domain Threads
Victim Privacy Crisis
TLDR The DOJ released documents exposing 43 or more victims' full names including 24 or more minors with home addresses, while heavily redacting perpetrator...
Cross-Domain Threads
$1.08 Billion We Cannot See
TLDR Senator Ron Wyden's Treasury investigation identified $1.08 billion in 4,725 or more wire transfers through Epstein accounts at JPMorgan, Bank of America,...
Notable Wire Transfers
The $14.66 Million IOLA Problem
TLDR Darren Indyke's Interest on Lawyer Account (IOLA) at TD Bank received $14.66 million in just three wire transfers from Southern Trust Company via Charles...
Notable Wire Transfers
31 Butterfly Wires
TLDR The Butterfly Trust disbursed $2.65 million through 120-plus wire transfers from its Deutsche Bank checking and money market accounts, with at least 18...
Notable Wire Transfers
"je retainer replenishment" — $200K
TLDR A $200,000 wire from Indyke's Interest on Lawyer Account (IOLA — a special trust account attorneys use to hold client funds temporarily) to Miami criminal...
Notable Wire Transfers
$606.9 Million — Southern Financial LLC
TLDR Southern Financial LLC processed $606.9 million (six hundred six million, nine hundred thousand dollars) in inflows and $194.7 million in outflows,...
Notable Wire Transfers
Horizon Title — $2.84 Million for 6030 Le Lac Road
TLDR Darren Indyke wired $2,839,259.73 from his personal TD Bank checking account to Horizon Title Services in West Palm Beach for "closing costs for 6030...
Notable Wire Transfers
PIASA, ARTCURIAL, and AUP — The French Wires
TLDR Wire transfers to French entities totaled $1.575 million (one million, five hundred seventy-five thousand dollars): $699,000 to PIASA auction house,...
Notable FedEx Shipments
RADIO FENCE — $1,710 for Two Pounds
TLDR A FedEx shipment weighing two pounds with the reference field "RADIO FENCE" cost $1,710 (one thousand, seven hundred ten dollars) to ship to Bal...
Notable FedEx Shipments
Rosemary Pitcher and the Island Shipments
TLDR Rosemary Pitcher sent three FedEx shipments from Jet Aviation at Palm Beach International Airport to Little St. James LLC at 6100 Red Hook Quarter, St....
Notable FedEx Shipments
"JEANNE JAME DOE" — A Pseudonym on a FedEx Label
TLDR K L Gordon sent a half-pound envelope from Zorro Ranch in Stanley, New Mexico, to "JEANNE JAME DOE" at Financial Trust Company in St. Thomas,...
Notable FedEx Shipments
JEGE Aircraft Parts — Five Reference Fields
TLDR Five FedEx shipments contain JEGE-related reference field entries — including "2 ENGINE JEGE," "WON3286 JEGE" (work order), "JEGE...
Notable FedEx Shipments
Dr. Bruce Moskowitz — An OCR Puzzle
TLDR A FedEx third-party shipment lists the recipient as "DR BRUCE LOSKOWTZ" in West Palm Beach. Character substitution analysis suggests...
Notable FedEx Shipments
Maxwell Family Packages
TLDR Ghislaine Maxwell appears as both sender and recipient in FedEx records billed to Epstein's account, with shipments spanning 2001 to 2005 across Palm...
Observations
OBS-4: John Waters and the Limits of Indirect Connection
TLDR Filmmaker John Waters appears in four House Oversight documents through Peggy Siegal's Oscar Diary columns in Avenue Magazine, not through any direct...
Observations
OBS-5/6: When Scanning Software Hallucinates Countries From Blank Forms
TLDR Two observations were retracted after visual inspection revealed that scanning software (OCR, or optical character recognition — software that reads text...
DOJ Datasets
Data Sets 1-8: The December Deadline Release
TLDR Data Sets 1 through 8 were published on December 19, 2025, exactly 30 days after the Epstein Files Transparency Act became law. The initial release...
DOJ Datasets
Data Set 9: 531,256 Emails and a Perfect Match
TLDR Data Set 9 is the largest single data set by file count: 531,256 email PDFs occupying 94.5 GB. It achieved a perfect disk-to-database match (zero delta),...
DOJ Datasets
Data Set 10: 950,000 Pages of Deutsche Bank Records
TLDR Data Set 10 contains approximately 950,000 page-level database records derived from 504,000 distinct multi-page PDFs, primarily Deutsche Bank financial...
DOJ Datasets
Data Set 11: The Misidentified Email Trove
TLDR Data Set 11 was publicly described by media outlets and community indexers as "financial ledgers and USVI flight manifests." It is actually...
DOJ Datasets
Data Set 12: 150 Documents and the 'Final Release'
TLDR Data Set 12 is the smallest in the Epstein corpus: approximately 150 supplemental documents occupying 121 MB. Released January 30, 2026 alongside the much...
DOJ Datasets
2.5 Million Missing Pages
TLDR Deputy Attorney General Todd Blanche stated DOJ identified "more than six million pages" as responsive to the Epstein Files Transparency Act but...
Legal Proceedings
Giuffre v. Maxwell: The Case That Broke the Seal
TLDR Virginia Giuffre's civil defamation suit against Ghislaine Maxwell, filed September 21, 2015, produced the sealed depositions and discovery documents that...
Legal Proceedings
USA v. Epstein: 35 Days, $14.66 Million
TLDR SDNY Case 19-cr-490 charged Jeffrey Epstein with sex trafficking and conspiracy following his July 6, 2019 arrest (USA v. Epstein, No. 19-cr-490, SDNY,...
Legal Proceedings
USVI v. Estate: $105 Million and 10 Named Entities
TLDR The U.S. Virgin Islands Attorney General's lawsuit against the Epstein estate produced a $105 million settlement in December 2022, naming 10...
Legal Proceedings
Democracy Defenders Fund: Suing for the Other 42%
TLDR Democracy Defenders Fund filed a complaint with the Office of Inspector General (OIG — the government's internal watchdog) on February 6, 2026 and Freedom...
Legal Proceedings
The Emergency Takedown: Five Days of Victim Exposure
TLDR DOJ's January 30, 2026 release included unredacted victim names, home addresses, and nude images with visible faces. For five days, this information was...
Legal Proceedings
In re Courtney Wild: Victims' Right to Know
TLDR In re Courtney Wild tested whether the 2007 Non-Prosecution Agreement (NPA — a deal where prosecutors agree not to bring charges) violated the Crime...
Legal Proceedings
Maxwell: The Only Conviction
TLDR Ghislaine Maxwell was convicted December 29, 2021 on five of six counts including sex trafficking of a minor and sentenced to 20 years on June 28, 2022...
Financial Crime Typologies
Circular Ownership: How $221,000 in 'Loan Payments' Completed the Loop
TLDR Southern Financial LLC wired $7.75 million into Harlequin Dane LLC, which then sent $221,050 back to Southern Financial's Deutsche Bank account labeled as...
Financial Crime Typologies
Five Jurisdictions: How Epstein's Money Crossed State Lines by Design
TLDR Epstein's financial flows traversed five U.S. jurisdictions — New York, Delaware, Florida, the U.S. Virgin Islands, and Puerto Rico — plus Liechtenstein,...
Financial Crime Typologies
$7,500 Times 97: The Textbook Structuring Pattern Deutsche Bank Ignored
TLDR An attorney servicing Epstein's accounts made 97 cash withdrawals of exactly $7,500 — Deutsche Bank's third-party withdrawal limit — at a pace of two to...
Financial Crime Typologies
Weight-to-Value: When a 2-Pound Package Costs $1,710 to Ship
TLDR Among 2,894 FedEx shipments in the Epstein corpus, several exhibit cost-to-weight ratios that match Trade-Based Money Laundering (TBML — laundering money...
Financial Crime Typologies
Pass-Through Detection: Finding Conduits in the Ownership Graph
TLDR Script 18's ownership graph module constructs a directed network of 33 static edges (corporate registrations, officer appointments) plus dynamic wire flow...
Financial Crime Typologies
Defensive SAR Filing: When Banks File Reports to Protect Themselves
TLDR Banks are required to file Suspicious Activity Reports (SARs — reports banks must file with the government when they detect potential financial crime)...
Financial Crime Typologies
Kahn's $62,400: Three Cash Withdrawals Before the Arrest
TLDR Richard Kahn made three cash withdrawals from HBRK Associates accounts totaling $62,400 in early 2019: $4,400 on February 1, $8,000 on April 22, and...
Email Corpus
jeevacation@gmail.com: The Email Address in the Footer
TLDR The email address jeevacation@gmail.com appears in the footer boilerplate of emails in Data Set 11, identified in document EFTA02212883 — a Lesley Groff...
Email Corpus
AmEx Centurion Russian Booking: STT to JFK to Moscow
TLDR Document EFTA02212885 in Data Set 11 contains a four-page email dated April 24, 2017, documenting an American Express Centurion Travel booking for a...
Email Corpus
Relativity Load Files: The Emails Were Already Reviewed
TLDR Both Data Set 9 (531,256 files) and Data Set 11 (331,655 files) are structured as Relativity load files — a standardized format used in litigation...
Email Corpus
The 2017 Date Range Problem: Emails from the Shadow Period
TLDR Email samples from Data Set 11 date to at least April-May 2017, placing them squarely in the post-NPA, post-conviction period when Epstein was a...
Email Corpus
'Cookies or Small Cakes': The Mundane Email That Documents a Machine
TLDR Document EFTA02212883 contains a two-page email chain from May 30, 2017, in which "jeffrey E." instructs Lesley Groff to prepare "cookies...
Congressional Members
Thomas Massie: The Republican Who Forced the Vote
TLDR Rep. Thomas Massie (R-KY) served as the primary sponsor of H.R. 4405, the Epstein Files Transparency Act, and was one of only four Republicans to sign the...
Congressional Members
Ro Khanna: The Democrat Who Made It Bipartisan
TLDR Rep. Ro Khanna (D-CA) served as lead cosponsor of H.R. 4405, recruited 23 Democratic cosponsors, co-reviewed unredacted files with Massie at the DOJ...
Congressional Members
Clay Higgins: The Lone No Vote on 427-1
TLDR Rep. Clay Higgins (R-LA) cast the only "No" vote against the Epstein Files Transparency Act, making the House tally 427-1 (Epstein Files...
Congressional Members
Jamie Raskin and the $1.5 Billion Letter
TLDR Rep. Jamie Raskin sent a letter to Deputy AG Todd Blanche on January 31, 2026, citing $1.5 billion in suspicious bank transactions and 200,000 withheld...
Congressional Members
Ron Wyden and the $1.08 Billion Treasury File
TLDR Senator Ron Wyden's Treasury investigation identified $1.08 billion in 4,725 or more wire transfers through Epstein-linked accounts at JPMorgan, Bank of...
Congressional Members
James Comer: Subpoenas, Contempt, and 33,000 Pages
TLDR House Oversight Chairman James Comer issued subpoenas to DOJ, the Clintons, and eight former officials on August 5, 2025. When the Clintons defied the...
Congressional Members
The PETRA Act: Filling the Enforcement Gap
TLDR The PETRA Act (S.2746 — the Promoting Epstein Transparency and Releasing All records Act, a proposed law that would add enforcement teeth to the Epstein...
Congressional Members
Lauren Boebert and the Deposition Photo Leak
TLDR Rep. Lauren Boebert leaked a photograph of Hillary Clinton from a closed-door deposition to a conservative influencer, violating House rules governing...
Documentary Production
Three Arcs, Fourteen Episodes: Building PAPER TRAIL
TLDR PAPER TRAIL is a 14-episode documentary series organized into three narrative arcs: Foundation (EP01-03), Evidence Domains (EP04-10), and Synthesis...
Documentary Production
Four Tiers of Verification: How Every Claim Is Graded
TLDR Every claim in PAPER TRAIL is assigned one of four evidence tiers: T1 (government primary source), T2 (corpus-derived computation), T3 (journalism), or T4...
Documentary Production
Distribution Roadmap: International First, Then Congress
TLDR The PAPER TRAIL distribution strategy sequences international law enforcement stakeholders before domestic congressional recipients to maximize...
Documentary Production
Seven Scalable Vector Graphics at 1920x1080: Visualizing the Pipeline
TLDR Seven production Scalable Vector Graphics (SVG) images — a type of image that stays sharp at any size — were created at 1920x1080 resolution with a...
Documentary Production
Markdown to PowerPoint: Version-Controlled Presentations
TLDR All PAPER TRAIL episodes are authored as numbered markdown files (one per slide), converted to PowerPoint via Python scripts, and tracked through version...
Analytical Outputs
The Accountability Matrix
TLDR The institutional forensics script's accountability matrix assigns risk-adjusted complicity tiers to every entity in the Epstein network using but-for...
Analytical Outputs
33 Static Edges Plus Wire Flows
TLDR The ownership graph built by the institutional forensics script contains exactly 33 static edges (fixed connections) representing verified corporate...
Analytical Outputs
Seven Categories of Willful Blindness
TLDR The institutional forensics script classifies institutional compliance failures into seven distinct linguistic marker categories using full-text search...
Analytical Outputs
Evidence Chains and Compound Confidence
TLDR Evidence chains formalized using Wigmore and Toulmin notation — a formal method for mapping chains of evidence, showing how each piece of proof connects...
Analytical Outputs
The Granger Causality Test
TLDR The institutional forensics script's Granger causality module — which applies a statistical test that checks whether one type of event reliably happens...
Analytical Outputs
Three Structured Comparison Tables
TLDR The cross-domain synthesis script generates three Analysis of Competing Hypotheses (ACH) tables — structured comparison tables that pit competing...
Historical Context
Palm Beach to the Non-Prosecution Agreement
TLDR The three-year path from the Palm Beach Police investigation (2005) through FBI referral, the Non-Prosecution Agreement (NPA, September 24, 2007), and...
Historical Context
Thirty-Five Days: July 6 to August 10, 2019
TLDR The 35 days between Jeffrey Epstein's arrest on July 6, 2019 and his death on August 10, 2019 constitute the most financially active period per day in the...
Historical Context
The Maxwell Trial: The Only Conviction
TLDR Ghislaine Maxwell's trial ran from November 29 to December 29, 2021 in the Southern District of New York (SDNY), producing a guilty verdict on five of six...
Historical Context
427 to 1: The Legislative Path
TLDR H.R. 4405, the Epstein Files Transparency Act, traveled from introduction on July 15, 2025 to presidential signature on November 19, 2025 in 127 days. The...
Historical Context
Global Fallout: February 2026
TLDR February 2026 saw the Epstein case breach international borders simultaneously: Lord Mandelson arrested in the UK, officials resigned in Norway, France,...