As frontier models (e.g. Fable 5) continue to push the task horizon of...

Uploaded: 2026-06-09T22:46:10.000Z
Duration: PT51.456S
Channel: Jerry Liu

0:37

One of the hardest problems with using AI agents to automate meaningful document work (contracts, KYC, diligence, claims, and more) is not actually building the agent, but building the UI/UX audit trail so the human can understand decisions linking back to the source documents - in PDFs, Powerpoint, Word, etc. This requires really good layout detection and segmentation, that you need to surface as metadata context to the AI agent, beyond any document -> markdown conversion. We've built really-nice VLM-capabilities to identify and segment all the elements within your document: from tables to charts to form boxes. You can use this metadata to directly provide experiences where humans can analyze the source document even as decisions are being made. Come check out LlamaParse!

Jerry Liu

19,283 views • 5 months ago

1:13

I built a Claude Code skill that allows it to generate a deep research report over any collection of complex docs (PDFs, Word, Pptx)….and generate word-level citations and bounding boxes directly back to the source! 📝 Check out “/research-docs”. 1. It parses out text and bounding boxes from every doc with liteparse, in seconds. 2. It then generates a full HTML report of the outputs that let you see word-level citations in each page. Raw Claude obviously has deep research capabilities, but it lacks an audit trail back to the source. This skill gives you a researched report that can be audited by others. Check it out: LiteParse:

Jerry Liu

77,259 views • 4 months ago

1:11

You asked for document uploads. We answered with document uploads. This is so much more than a link or a screenshot, Webb actually analyzes the document and adds it to the CONTEXT of the canvas. A serious game changer. Ian Carroll

The Webb

42,001 views • 5 months ago

5:07

We’re excited to officially launch LlamaParse, the first genAI-native document parsing solution. Not only is it better at parsing out images/tables/charts 📊📈 than virtually every other parser, it is now steerable through natural language instructions - output the document in whatever format you desire! It is also the only parsing solution that seamlessly allows you to build accurate RAG over complex documents, free of hallucinations 🔥 We launched it in private preview a few weeks ago and hit 2k users, 1M total PDF pages parsed. And now it’s better than ever. LlamaParse contains the following killer features: ✅ SOTA table/chart extraction ✅ Seamless integration with LlamaIndex 🦙 advanced RAG/agents ✅✨ Natural language Parsing Instructions ✅✨JSON mode and image extraction ✅✨Support for ~10 document types (.pdf, .pptx, .docx, .xml) and more Our pricing is simple: 1k free per day, and additional pages at 0.3c a page, or $3 for 1k pages. If you want advanced document RAG and/or private deployments, come get in touch with us to chat about LlamaCloud. Check out our full blog post here: LlamaParse client repo: Signup at 🦙☁️: Come talk to us:

LlamaIndex 🦙

143,178 views • 2 years ago

0:33

LiteParse Samples 📄🧑‍🏫 LiteParse is our free and fast document parser that can parse text with bounding boxes from any document. I’ve created a new repository that contains some demos on how you can make use of its outputs! ✅ Comparison against PyPDF and PyMuPDF ✅ Visual Citations: search for any keyword and see joined bounding boxes pop up in the source images It should be a default tool to help AI agents OCR any document type (supports PDF, Word, Powerpoint + dozens of other formats), before heavier-weight VLM-based document parsing solutions (like our own LlamaParse). LiteParse Samples repo: LiteParse:

Jerry Liu

13,196 views • 5 months ago

0:40

Our default document parsing mode is now able to parse a complex research report with multiple embedded charts on a single page. This is the cheapest document OCR model out there that can turn complex visual documents into LLM-ready markdown. This is our agentic mode in LlamaParse. It starts at ~1c per page; if you’re looking to scale consumption we offer volume discounts. Come check it out! Sign up:

Jerry Liu

15,479 views • 6 months ago

0:58

We built an AI agent that lets you vibe-code document extraction - high accuracy and citations over the most complex documents. Our latest release lets you upload documents as context. All you then have to do is describe what you want extracted in natural language. 💡 Our agent will then read the document with file tools to infer the right schema, validation rules, and other pre/postprocessing logic. ✅ It will give you back a workflow that can extract over thousands/millions of documents at scale. You can still of course review and edit every output before approving. Stop handling paperwork manually; just upload files, describe your task, and let our agent handle the rest. Our vision for LlamaAgents is to provide the most advanced and easy-to-use way for you to orchestrate document work. Walkthrough: Check it out: If you’re interested in reducing the operational burden of document extraction (invoices, claims, onboarding forms), come talk to us!

Jerry Liu

20,857 views • 6 months ago

1:33

We just cracked document editing without drawing boxes. We’re excited to launch Edit – a new endpoint that fills out any document automatically. Edit revolutionizes document automation by automatically finding all blank fields, tables, and checkboxes in forms, then intelligently filling them with your data. To try it, sign up for the waitlist at or see it in action down below 🧵

Reducto

260,110 views • 1 year ago

3:08

Reminder That Absolutely Nothing Has Come From The FBI Admitting On The Record A Document Exists Showing Joe Biden Took A $5 Million Dollar Bribe But They Can’t Release The Information Because The Whistleblower Would Be Killed Josh Hawley: You just started to answer Senator Blackburn's question that not releasing the 1023 are talking about as a matter of life and death question of life and death you said. Explain. FBI: It is potentially a question of life or death for whom regard to the source of the information Josh Hawley: So okay. So now we've confirmed that the document exists. That's progress because the FBI director initially denied that it exists. Why did he do that? FBI: We have already and previously acknowledged the existence of the documents. Josh Hawley: Yeah. After you first denied it. Now when a member of this committee read it Right. The FBI let's just get the record straight. The FBI director initially said it doesn't exist. Josh Hawley: —Why don't you just release it? Is it classified? FBI: The document is not classified. Josh Hawley: K. Will you commit to releasing it? FBI: Senator, we'll take that back, and we will work with you and this committee. Josh Hawley: How about just a yes or no? Will you commit to releasing this unclassified document that alleges that the president of the United States, The president of the United States has taken $5,000,000 or more in bribes from a foreign nation. FBI: The document has already been released Pursuant to a subpoena to the House Oversight Committee Josh Hawley: Has it been released to this committee? FBI: Work with this committee within the parameters that are established Josh Hawley: To me will you release the document to the public? It's unclassified. Don't you think the American people have a right to see it? FBI: Uh, senator, the document, as you know, contains sensitive information That has bearing on the life of the source of the information, potentially.

Wall Street Apes

642,136 views • 2 years ago

1:29

90% of outbound teams respond to leads after 20+ minutes. If this is you, you’re actively losing $10-100s of thousands in sales every day. So today, I’m going to reveal the exact sales process systems we’ve used to help founders & sales teams consistently engage with leads within Exact protocols for when prospect replies > Battle-tested reply templates to use for converting leads > How to leverage automation within your sales process > Pre-call workflow optimized for show rate & warmness > Our sales proposal template breakdown we’ve used to close multiple 6-figures > Calendly form setup for maximizing lead qualification > Calendly pre-call workflow automation setup Want access to these system trainings so your or your sales team can start converting more leads? 👉 Like + Comment “Leads” and I’ll DM you the document. [Must be following to receive]

Christian

14,067 views • 8 months ago

2:15

Tapper: "Is it fair to say that it's not spelled out that they have to end their ballistic missile program or end their funding of the Houthis and Hamas and Hezbollah?" Vance: "The MOU is about a page and a half. It is a very general document."

The Bulwark

34,128 views • 2 months ago

2:22

An underrated issue with document parsing for RAG / agent use cases is dealing with multi-page tables - sometimes a big table spills over into multiple pages. This breaks chunking algorithms that generally operate at the page-level or smaller, and causes LLMs to lose the full view of the data. With LlamaParse Continuous Mode (in beta), you can now parse a document with multi-page tables and join them into a single table! This means you can now: 💡 Do contiguous chunking for RAG use cases OR 💡 Parse the table for text-to-SQL Check out our blog post highlighting this feature. Huge shoutout to Pierre-Loic Doulcet and Sacha Bron : Signup here: It's in beta, let us know your feedback!

Jerry Liu

24,245 views • 1 year ago

0:33

MLX + TurboQuant = Local Super Power Take a local (private) document(s) or codebase, pre-fill the 256k KV cache (the context) with the document(s) and system prompt, quantise and run on Apple's MLX and you have almost instantaneous, lossless document queries with total privacy. For a 75-page PDF (some 30k tokens), I was seeing sub-150ms TTFT (Time To First Token), that's "instant" for a human. We run this on an office server (one of our Mac Minis) for staff to work with, instant answers on critical, confidential company/client documents on phone, iPads or laptops. Imagine the "What were the 3Q25 profits?", "When did Joe start working for us?", "Please list the project milestones and team count" answered within seconds of hitting the return key. It works with voice too. This example is 17k lines of code from 177 source files plus an index of the entire 1,902 files, the entire Claude Code codebase (oops Anthropic!). Zero loss (unlike Anthropic's security). What this means is the ability to work better on local (private) code bases, off-the-shelf private document analysis with better response than the best public models - all locally.

John T Davies 🇪🇺

85,589 views • 5 months ago

1:11

Cursor for contracts is here. Announcing Spellbook's new AI document editor. Doc editing for lawyers is disjointed: you can edit with AI in chat, but then need to "Open in Word" to make manual tweaks without breaking formatting. Alternatively you can use a Word add-in like Spellbook's, but this only allows you to work on one document at a time. For a long time, Mitch and I talked about getting to a real "Cursor for Contracts" experience. With a lot of blood and sweat, we're finally there. Spellbook's new editor combines the best of AI editing and manual editing in one place—while fully supporting rich Word formatting that lawyers rely on. Ask AI to make edits across an entire document set, then review, accept and tweak all in one window. This sounds like a small thing, but the reduction in friction has totally changed my document editing workflow.

Scott Stevenson

56,642 views • 18 days ago

0:37

‼️Note the document on Epstein attempting to Blackmail Australian politicians appears to be a “tip” recieved by the FBI from a source called Jacquiline pierce and makes up a 15 page document. It is not part of the Epstein emails though it was part of the DOJ release. But there is no evidence the claims are true. I will be deleting the above after enough people see this correction.

Syrian Girl

10,929 views • 7 months ago

1:08

We’re open sourcing the first document OCR benchmark for the agentic era, ParseBench. Document parsing is the foundation of every AI agent that works with real-world files. ParseBench is a benchmark that measures parsing quality specifically for agent knowledge work: ✅ It optimizes for semantic correctness (instead of exact similarity) ✅ It has the most comprehensive distribution of real-world enterprise documents It contains ~2,000 human-verified enterprise document pages with 167,000+ test rules across five dimensions that matter most: tables, charts, content faithfulness, semantic formatting, and visual grounding. We benchmarked 14 known document parsers on ParseBench, from frontier/OSS VLMs to specialized parsers to LlamaParse. Here are some of our findings: 💡 Increasing compute budget yields diminishing returns - Gemini/gpt-5-mini/haiku gain 3-5 points from minimal to high thinking, at 4x the cost. 💡 Charts are the most polarizing dimension for evaluation. Most specialized parsers score below 6%, while some VLM-based parsers do a bit better. 💡 VLMs are great at visual understanding but terrible at layout extraction. GPT-5-mini/haiku score below 10% on our visual grounding task, all specialized parsers do much better. 💡 No method crushes all 5 dimensions at once, but LlamaParse achieves the highest overall score at 84.9%, and is the leader in 4 out of the 5 dimensions. This is by far the deepest technical work that we’ve published as a company. I would encourage you to start with our blog and explore our links to Hugging Face to GitHub. All the details are in our full 35-page (!!) ArXiv whitepaper. 🌐: Blog: 📄 Paper: 💻 Code: 📊 Dataset: 🎥 YouTube:

Jerry Liu

108,093 views • 4 months ago

0:28

YOUTUBERS! We spent an entire week building a blueprint so you can come up with the perfect video idea for your next upload. This is the actual process we've used to generate BILLIONS of views for our clients and we're giving it away for FREE! This will be the most valuable YouTube document you'll ever read - just retweet this post, use the link in our bio to sign up to 1of10 and comment IDEA below to get access (make sure to follow to receive the DM)

1 of 10 Youtube Strategy

31,658 views • 9 months ago

3:09

RUSSIAN ambassador to hand deliver NEW JFK ASSASSINATION FILES to provide the TRUTH to the American people. This is a 350 page document. We will be uploading these documents as soon as we receive them and immediately make them available to the American public. It is important to note that Congress attempted to obtain these files in the 90’s and was denied. We have been given access to them now for the first time in history. cc: Rep. Anna Paulina Luna

The SCIF

43,881 views • 10 months ago

10:00

The People Of America Have Been Deceived. They’ve Been Cheated & As A Result Our Country & World Is Now In Turmoil. It all Started With A Fake Barack Obama Birth Certificate EXPERTS CONFIRM Obama’s Certificate Was A Fraud “Today you're going to hear lots of information that some of you are going to understand and going to be able to tell the true story. In fact, please know that this is a very technical, but the evidence is clear if you'll pay attention. Please note you're going to hear about two separate experts. These experts are two separate continents with no knowledge of each other and they draw similar conclusions. Again, that said, I know some of you are going to get this story and are going to tell the story the way it was.” —- “We and anyone else who dared to question the document have been the line falsely labeled grossly criticized in the bulk of the media on certain internet sources for years. Today we're going to set the record straight. I believe you will be shocked by what you hear and see today.” —- “Like the sheriff just told you, when you conduct criminal investigations, you have to let the evidence lead you. You never lead the evidence. And in doing this, my motive was to clear the document. Because to be quite honest with you, I didn't believe it. I didn't believe this was possible. I didn't think this would ever happen in this nation. I didn't believe it.” — “Back in 2012, I told you about Reed Hayes, a document examiner. Let me tell you about Reed Hayes, a man with 40 years, since 1974, 40 plus years of experience in examining forensic document, handwriting, a man who's well respected in his expertise, a court recognized expert, a document examiner. He is the man you go to when somebody gives you a bad check with a bad signature. This is the guy you run to. Law firms use him all the time. He's been maligned. And let me tell you something about Mr. Hayes. When I contacted Mr. Hayes, Mr. Hayes told me right off the bat, I'm an Obama supporter. I voted for him twice. He goes, and I will never do anything to hurt the President of the United States. What I had said to him was, Reed, I am not asking you to hurt the President of the United States. I'm asking you to take a look at this document and clear it and tell me there's nothing wrong with it. Would you at least do that? And he took a look at it. And when he called me back, he told me, Mike.” “I can't clear this, there's something wrong with it." And I asked him, I said, Reed, would you continue? I said, I know your position, but would you continue? And his answer to me was, this is what I do. I'll look at it, I'll do it. That's a man of integrity, respecting what his ability is to get to the truth. Because for Sheriff Apoyo and myself, this was never about Barack Obama. This is about a document. You take that document and you remove the name, Barack Hussein Obama, and put your name on there. If it was your document and it was brought to us, we would do the same thing with this document.” They COULD NOT clear the document. Much more info in this video if you watch the whole thing

Wall Street Apes

1,140,943 views • 3 years ago

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As frontier models (e.g. Fable 5) continue to push the task horizon of knowledge work automation, it becomes ever more important for humans to be able to audit decisions back to the source context. It is extremely easy for agents to cite an entire document or document page, but... show more

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You asked for document uploads. We answered with document uploads. This is so much more than a link or a screenshot, Webb actually analyzes the document and adds it to the CONTEXT of the canvas. A serious game changer. Ian Carroll

Tapper: "Is it fair to say that it's not spelled out that they have to end their ballistic missile program or end their funding of the Houthis and Hamas and Hezbollah?" Vance: "The MOU is about a page and a half. It is a very general document."