Fast agents: great. Aligned agents: better 🙂
@datachaz
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Serro Synchronizes Meeting Decisions With Coding Agents and Program Risks
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WHAT SERRO ACTUALLY DOES IS JUST WILD
— Charly Wargnier ♨️ (@DataChaz) 29 octobre 2026
> joins your daily sync calls
> picks up decisions in real time
> updates your coding agents automatically
> tracks risks across programs
Your agents stay in sync without the manual work.
you can book a demo now at https://t.co/I1cm7Mki8G https://t.co/DuxNQiAewJ pic.twitter.com/1GcnOlhl0pWHAT SERRO ACTUALLY DOES IS JUST WILD > joins your daily sync calls
> picks up decisions in real time
> updates your coding agents automatically
> tracks risks across programs Your agents stay in sync without the manual work. you can book a demo now at https://
serro.ai -
Robyn Context Aware Agent Fleets Produce Decks Maps and Briefings
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ROBYN MIGHT HAVE KILLED INSTINCT
— Charly Wargnier ♨️ (@DataChaz) 29 octobre 2026
and it's invite-only access
> one sentence launches a fleet of agents… that already know your context 🔥
> zero setup
> works via text or web
Get finished decks, market maps, and briefings.
Only 1,000 invite codes. Comment "Robyn" on Jenny's… https://t.co/nZCKwZuz3F pic.twitter.com/iQyDh0EqREROBYN MIGHT HAVE KILLED INSTINCT and it's invite-only access > one sentence launches a fleet of agents… that already know your context 🔥
> zero setup
> works via text or web Get finished decks, market maps, and briefings. Only 1,000 invite codes. Comment "Robyn" on Jenny's -
AgentWeb Automates Signed In Websites and Portals Without APIs
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NO API?
— Charly Wargnier ♨️ (@DataChaz) 29 octobre 2026
THAT'S THE POINT.
AgentWeb is built to help agents work across government portals, insurance directories and signed-in sites.@Andrey__HQ reports 47/47 live tasks completed, a 1.9s median and $3 total.
Definitely one to watch 👀 https://t.co/WL4h22I94V pic.twitter.com/m7mlcVQAhjNO API? THAT'S THE POINT. AgentWeb is built to help agents work across government portals, insurance directories and signed-in sites. @Andrey__HQ reports 47/47 live tasks completed, a 1.9s median and $3 total. Definitely one to watch 👀
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Claude Application Overview Spans Coding Legal Science and Business Roles
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✅ Claude Code
— Charly Wargnier ♨️ (@DataChaz) 29 octobre 2026
✅ Claude Cowork
✅ Claude Design
✅ Claude Finance
✅ Claude Science
✅ Claude Teacher
✅ Claude Business Analyst
✅ Claude Legal
⬜ Claude HR
⬜ Claude Marketing
⬜ Claude Sales
⬜ Claude Logistics
⬜ Claude R&D
⬜ Claude Procurement
⬜ Claude Accounting
⬜… https://t.co/9WoW9xmF93 pic.twitter.com/IevrmTahYH✅ Claude Code
✅ Claude Cowork
✅ Claude Design
✅ Claude Finance
✅ Claude Science
✅ Claude Teacher
✅ Claude Business Analyst
✅ Claude Legal
⬜ Claude HR
⬜ Claude Marketing
⬜ Claude Sales
⬜ Claude Logistics
⬜ Claude R&D
⬜ Claude Procurement
⬜ Claude Accounting
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Snaptrude AI Agent Converts Briefs Into Detailed Building Models
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AI AGENTS ARE COMING FOR THE DRAWING BOARD@snaptrude goes from a brief to a detailed building model, plumbing, electrical and drawings.
— Charly Wargnier ♨️ (@DataChaz) 29 octobre 2026
It shows you the plan first.
You approve, steer or take over 🔥
very impressive. https://t.co/SsKdIwby7D pic.twitter.com/uwyX1ZKxZIAI AGENTS ARE COMING FOR THE DRAWING BOARD @snaptrude goes from a brief to a detailed building model, plumbing, electrical and drawings. It shows you the plan first. You approve, steer or take over 🔥 very impressive.
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OXR Separates Layout Analysis From Recognition and Reading Order
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4/4 you can also swap the layout model to fit your documents. recognition and reading order stay together inside OXR, and layout analysis runs separately.
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OXR Uses Parsing Failures and VLM Review to Guide Training
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3/4 the training loop is the part that gets me. OXR uses its own parsing failures to guide the next round. VLM review and disagreement across parses find the weak spots, which get clustered by cause and turned into targeted training data. no manual labeling of the new
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OXR Reports Leading Document Parsing Benchmarks and Higher Throughput
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2/4 the team reports #1 on olmOCR-Bench, OmniDocBench and DocParsingBench. 100 OmniDocBench pages. one RTX PRO 6000. 101 seconds. that's 2.52x MinerU2.5-Pro's throughput! accuracy and speed in the same small model.
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OXR Parses PDF Documents Into Structured Markdown and JSON
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your agent still has to read the PDF… the tables. the formulas. the columns that turn into nonsense the second you flatten them into plain text. OXR is a 1.3B document parsing model that turns PDFs and document images into structured Markdown or JSON, with coordinates and