Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.
AI
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LandingAI Launches ADE Classify API for Intelligent Document Processing
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Stop parsing documents you don't need! LandingAI just released ADE Classify, a page-level classification API that sits before your parser. It labels every page in a document so you only parse what matters. The problem: Enterprise workflows get mixed bundles. A 50-page mortgage
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Using Claude Cowork for automated data removal
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You need two things: 1. Claude's Cowork feature (not regular chat)
2. The Chrome extension installed Cowork gives Claude the ability to browse the web, fill out forms, and write emails on your behalf. The prompt: "I want you to go around and remove my data from all major data -

Automating Data Broker Deletions Using Claude’s Cowork Feature
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One prompt inside Claude's Cowork feature just wiped someone's data from every major data broker. Zero forms filled by hand. Zero emails written manually. GDPR deletion confirmations from Apollo, ZoomInfo, and dozens more within hours. Here's the full setup:
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Deep Agents integrates with NebiusAI Token Factory for agent workloads
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Deep Agents now integrates with @nebiusai Token Factory. Now, you can run agent workloads on production-grade AI infrastructure with open-source models, dedicated endpoints, real-time search, and full control over cost and data.
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AI Tool Saves 120 Work Hours by Automating Task Management
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Rho cut weekly meeting time by 90% with Perplexity Computer. Computer checks Slack, Notion, Jira, Figma, and Google Docs, then flags missing tasks and changes the team needs to see. 120 work hours saved during a 12-week project. Read the customer story:
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Building AI-Native Biopharma Platforms: Partnership Announcement
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A genuinely fascinating project from @SGRodriques → https://
edisonscientific.com/news/building-
ai-native-biopharma-announcing-our-partnership-with-incyte-corporation-and-kosmos-for-r-d-teams
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LangSmith Engine automates agent debugging and fixes
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TLDR: LangSmith Engine is built to accelerate the agent development lifecycle.
— LangChain (@LangChain) 19 mai 2026
1️⃣ Works autonomously to find patterns in your agents failures
2️⃣ Drafts code fixes
3️⃣ Proposes eval coverage
💻 Go beyond sifting through manual traces → https://t.co/wojV1EKd40 pic.twitter.com/0qr9JucjjCTLDR: LangSmith Engine is built to accelerate the agent development lifecycle. Works autonomously to find patterns in your agents failures Drafts code fixes Proposes eval coverage Go beyond sifting through manual traces → https://
langchain.com/blog/introduci
ng-langsmith-engine
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LangChain Engine to Automate Agent Error-to-Fix Workflow
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Most teams building agents are tracing their agent and reviewing the outputs, but the flow from error identification to merged fix is manual and slow.
— LangChain (@LangChain) 19 mai 2026
Engine is built to close that gap. https://t.co/wojV1EKd40 pic.twitter.com/2HwAvmLp3BMost teams building agents are tracing their agent and reviewing the outputs, but the flow from error identification to merged fix is manual and slow. Engine is built to close that gap. https://
langchain.com/blog/introduci
ng-langsmith-engine
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Kosmos AI agent introduces memory to pharmaceutical R&D
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LOVE this.
— Charly Wargnier (@DataChaz) 19 mai 2026
it costs ~$2.6B to develop a new drug.
But how much of that is actually science?
and how much is just paying "brilliant" ppl to repeat the same analyses and make the same avoidable mistakes?
Kosmos is the very first AI agent to give pharmaceutical R&D a memory 👀 https://t.co/DeNhqzVjXKLOVE this. it costs ~$2.6B to develop a new drug. But how much of that is actually science? and how much is just paying "brilliant" ppl to repeat the same analyses and make the same avoidable mistakes? Kosmos is the very first AI agent to give pharmaceutical R&D a memory