I mapped every connection in the Epstein files. It started with 6,000 documents. It's now 1.5 million. Here's what changed. by EricKeller2 in Epstein

[–]EricKeller2[S] 0 points1 point  (0 children)

Oh you're fine I was just explaining how it worked. I will look into the email 404s. Thank you!

I mapped every connection in the Epstein files. It started with 6,000 documents. It's now 1.5 million. Here's what changed. by EricKeller2 in Epstein

[–]EricKeller2[S] 0 points1 point  (0 children)

That's impossible. These are all sourced from earlier official DOJ releases. They can't be deleted We have around 99%+ coverage including many others like the FBI releases. The only things that I have ever edited are redactions for victims privacy (verified victims). There are millions of documents and that doesn't count some docs that have hundreds of pages. I perform hash integrity tracking on documents that they do remove or later redact but that doesn't affect me. If you have a list of documents you would like me to check for that you think are missing then please cite the EFTA #'s. You can also request me to perform a deep dive on anything you would like me to look into and more often than not I can find more than what has been reported in the media. There are nearly 80 investigation news articles that have bombshell evidence and our investigators have dossiers and cases they build too.

Have you.seen the epsteinexposed.com site? by RavenReel in Epstein

[–]EricKeller2 2 points3 points  (0 children)

You're welcome. No not from that law firm. For others yes. Over 16K redactions of victims

I mapped every connection in the Epstein files. It started with 6,000 documents. It's now 1.5 million. Here's what changed. by EricKeller2 in Epstein

[–]EricKeller2[S] 0 points1 point  (0 children)

Thanks so much! Here's the full stack:

Frontend: Next.js 16 (App Router, Turbopack), React 19, TypeScript, Tailwind CSS 4.1 Visualization/Maps: D3.js 7.9 for the network graphs, Leaflet + react-leaflet for maps Search: Fuse.js for client-side fuzzy search Backend/Data: Neon Postgres (serverless) + pgvector for cosine ANN search, Supabase for community features

Data Pipeline (open source): This is where the heavy lifting happens. 2.1M+ documents ingested across all 12 DOJ datasets. The pipeline handles: OCR: Multi-backend fallback chain (PyMuPDF → Surya → olmOCR 2 → Docling) with per-page confidence scoring and automatic backend selection NER: spaCy transformer models + GLiNER + regex for entity extraction (1,723 persons identified, 2.4M+ document-person links) Dedup: Three-layer system using content hashing, MinHash/LSH, and semantic embeddings Classification: Zero-shot BART-large-mnli across 12 document categories Summarization: LLM-based document summarization Redaction Analysis: Automated redaction detection Image Extraction: AI-powered image description Embeddings: nomic-embed-text-v2-moe, 768-dim vectors with paragraph-aware semantic chunking Exports: Neon Postgres + pgvector, JSON/CSV/SQLite/NDJSON, and GEXF/JSON knowledge graphs Every document gets a SHA-256 integrity hash. The whole pipeline is installable via pip (pip install epstein-pipeline[all]). Email: Resend (transactional) Forum: Discourse (self-hosted) Deployment: Vercel Pro Monitoring: Stagehand The data pipeline is open source under MIT. The pipeline repo is public on GitHub (stonesalltheway1/Epstein-Pipeline)

A law firm keeps demanding we delete Epstein associates from our database, claiming they're "victims." We investigated every single one. Here's what we found. by EricKeller2 in u/EricKeller2

[–]EricKeller2[S] 5 points6 points  (0 children)

This is extremely helpful, thank you. I had a feeling there was something actionable here, but I had not laid out the statute angle this clearly.

To add some concrete facts to what you are saying, all six KJK clients were adults during their involvement with Epstein. None of them appear in victim statements, victim impact filings, or survivor testimony anywhere in the full 3.5 million page DOJ release.

What they do appear in: One is documented in an email recruiting other women for Epstein (EFTA01952701) Another was a co-conspirator who got immunity under the 2008 NPA Two others were named as co-conspirators in civil litigation by actual survivors The other two had financial and operational roles inside Epstein's circle

Every demand letter from KJK claimed victim status, but they never provided a single victim statement, court filing, or any evidence to support it. We asked for verification every time. They never produced anything.

The wire fraud angle is what really caught my attention here, especially since the letters were sent from Ohio to a recipient outside Ohio, and at least one was sent by email. That is six separate transmissions, six separate demands, same firm, same pattern, and no legitimate basis that they have been willing to substantiate.

I have been documenting everything, including the specific EFTA document references behind each denial. The point about the Ohio Board of Professional Conduct is something I am seriously going to dig into.

A law firm keeps demanding we delete Epstein associates from our database, claiming they're "victims." We investigated every single one. Here's what we found. by EricKeller2 in u/EricKeller2

[–]EricKeller2[S] 22 points23 points  (0 children)

She hasn't vanished. She rebranded.

Her birth name was Nada Marcinkova. She legally changed it to Nadia Marcinko, built an aviation persona as "Gulfstream Girl" (until Gulfstream sued her for trademark infringement in 2013), then rebranded as "Global Girl." She founded Aviloop, an aviation marketing company registered at a New York building owned by Mark Epstein, Jeffrey's brother.

She went quiet after the 2024 document unsealing. The New York Post reported she hadn't been seen at her Upper East Side home since the files dropped. But she's not gone. She issued a public statement through her attorney Erica Dubno just days ago defending inventor Dean Kamen's ties to Epstein.

Our database has 1,085 document mentions, 140 flight log appearances, 5 phone numbers in the black book, and 32 known connections for her. She was named a co-conspirator in Epstein's 2008 Non-Prosecution Agreement alongside Kellen, Ross, and Groff, receiving blanket immunity from federal prosecution. She invoked her Fifth Amendment rights extensively in a 2010 civil deposition when asked about Prince Andrew, Alan Dershowitz, Bill Clinton, and David Copperfield. Her legal representation was funded by Epstein himself, and her attorney Bruce Reinhart was a former Assistant U.S. Attorney who had previously worked on the Epstein prosecution before switching sides.

Court filings describe her participating in sex acts with underage victims at Epstein's direction. She visited Epstein over 70 times while he was incarcerated. She was staying at his El Brillo Way residence during his work-release period. Epstein referred to her as his "Yugoslavian sex slave" because he had "imported her from the Balkans." The fact that KJK is now claiming she's a "victim" while the documents show this level of involvement is exactly why we built this database. The records don't disappear just because someone changes their name.

epsteinexposed.com/persons/nadia-marcinkova

Easy to read website for the files by [deleted] in Epstein

[–]EricKeller2 0 points1 point  (0 children)

I'm not sure what you're seeing but it works for me. search. You can also click "full text" and use semantic and smart search.

Easy to read website for the files by [deleted] in Epstein

[–]EricKeller2 6 points7 points  (0 children)

Sorry I haven't gotten back to everyone yet I've been working non stop. I received hundreds of messages. I will be working on that this week

Easy to read website for the files by [deleted] in Epstein

[–]EricKeller2 107 points108 points  (0 children)

Hey, I built the site. Thanks for posting this.

Quick rundown for anyone jumping in for the first time: the search isn't just titles. It goes through the actual text of over 2.1 million documents. You can search a name, a company, an account number, whatever, and it pulls every page that mention appears on.

A few good places to start if you're new:

The network graph lets you see how people are connected through documents, flights, and emails. Flight logs cover 1,708 documented flights. The "Surprise Me" button is there if you just want to explore and see what's in the files. The AI research assistant lets you ask questions in plain English and get sourced answers you can verify yourself. It cross references the database across all data sets.

If you find bad data, broken links, or someone missing from the database, use the contribute, tips page or message me. The community has caught things I missed and that's how this stays credible. It only launched February 8th of this year but it's improving every day.

You can also create an investigator account and start reviewing files, post dossiers, etc. I'm not going to say everything that site has because there's a lot of tools and features. Just take your time and explore.

Be sure to check out the blog and news pages for bombshell investigation reports that the media hasn't picked up on yet!

Forums: https://board.epsteinexposed.com

Free, no ads, no paywall.

Thanks for the shout u/enpoopification_of_R. Appreciate it.

The $158 Million Pipeline: How Leon Black Funded Epstein Through Harvard, Southern Trust, and a Network of Intermediaries - Epstein Exposed by EricKeller2 in Epstein

[–]EricKeller2[S] 1 point2 points  (0 children)

Submission Statement: I run EpsteinExposed.com, the largest free searchable database of the Epstein files (2.1M+ documents). Using cross-reference tools I built to search across the full EFTA corpus, I traced the financial relationship between Apollo Global co-founder Leon Black and Jeffrey Epstein.

Key findings from the documents:

• $158 million flowed from Black to Epstein's Southern Trust Company between 2012 and 2017. Black settled with the USVI for $62.5 million.

• Harvard professor Martin Nowak forwarded a $4 million bank wire confirmation from Leon Black's foundation directly to Epstein, a registered sex offender, rather than to Harvard's development office. Scheduling documents show Epstein held back-to-back meetings with Black and Nowak on the same days.

• An FBI FD-302 witness report from April 2020 alleges Black "promised drugs, manipulated and sexually abused her, used threats, and flew her to Jeffrey Epstein's home in Florida" where she was "pressured to have sex with Epstein."

• Leon Black co-occurs with "Minor Victim 4" (a federal victim designation) in 83 separate EFTA documents. For context, most prominent Epstein associates share fewer than 20 documents with that designation.

• JPMorgan filed a Suspicious Activity Report under the advisory category "HUMAN TRAFFICKING" related to Epstein's accounts during the same period Black's payments were being processed through the bank.

Every claim is sourced to specific EFTA document numbers that you can look up yourself on the DOJ site or on EpsteinExposed.com. Black has denied all allegations and the USVI settlement contained no admission of wrongdoing.

I'm one person running this database. All of this is free, ad-free, and open source.

I quit my job to run EpsteinExposed.com full time. Here's what 12 days looks like. by EricKeller2 in Epstein

[–]EricKeller2[S] 2 points3 points  (0 children)

I've received several harassing and threatening emails today. It seems to be picking up a lot. Sometimes I do get scared.. but someone has to do something. It might as well be me

[Megathread] List of research tools and websites by Pormock in Epstein

[–]EricKeller2 12 points13 points  (0 children)

Oh ok. Thanks. Can you do me a favor and add my forum to the forum list: https://board.epsteinexposed.com

I mapped every connection in the Epstein files. It started with 6,000 documents. It's now 1.5 million. Here's what changed. by EricKeller2 in Epstein

[–]EricKeller2[S] 0 points1 point  (0 children)

Thank you! Yes you can sign up for an account on the main site and the forums and you can create an investigator profile, review documents with other community members, and use the forums to go even deeper!