And it doesn’t stop at file cleanup. Think bigger: → Build spreadsheets from raw data
→ Prepare structured reports
→ Summarize messy notes
→ Pull context from Slack or your browser session It breaks complex tasks into steps. Works through them autonomously. Keeps you in
AUTOMATION
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AI Automation Beyond File Cleanup: Complex Task Management
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Executive AI: From Suggestions to Action
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What if AI didn’t just suggest what to do…
— Ronald van Loon (@Ronald_vanLoon) 2 avril 2026
…but actually completed the work while you stepped away?
Most teams are still using AI as a smarter search bar.
But as I saw with @claudeai Cowork from @AnthropicAI, a new class of AI doesn’t stop at answers.
It executes.
Here’s… pic.twitter.com/o9NN9PNmBNWhat if AI didn't just suggest what to do… …but actually completed the work while you stepped away? Most teams are still using AI as a smarter search bar. But as I saw with @claudeai Cowork from @AnthropicAI, a new class of AI doesn't stop at answers. It executes. Here's
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From Chatbots to Agents: Beyond Manual Augmentation
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We’ve been stuck in “chatbot mode.” → Ask a question
→ Get a response
→ Manually do the work That’s augmentation. Agents are different. You define a goal. It:
→ Scans your local folders → Detects duplicates → Proposes categories → Suggests naming conventions → -
Sakana AI Announces First Commercial Product Sakana Marlin Beta Test
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We are proud to announce Sakana AI's first commercial product! 🐟 "Sakana Marlin" is an autonomous "Ultra Deep Research" assistant that functions as your Virtual CSO. By simply providing a single theme, it leverages the autonomous workflow technology of the "AI Scientist" published in Nature magazine last week and our proprietary reasoning scaling to autonomously think deeply and explore for up to 8 hours. Instead of mere surface-level summaries, it completes in one day the kind of advanced strategic research that professional research teams spend weeks on, generating detailed reports and presentation slides. Please read our blog article and consider applying to become a closed beta tester! 👇 — 🐟Ultra Deep Research Assistant "Sakana Marlin" – Beta Tester Recruitment 🐟 Sakana AI has developed "Sakana Marlin," an AI research assistant for business use powered by proprietary agent technology, as our first commercial product. sakana.ai/marlin-beta Sakana Marlin is an autonomous research assistant based on our unique long-term reasoning technology that accomplishes advanced business research. Key Features
・ Given a theme, it autonomously conducts research for nearly 8 hours
・ Automatically generates detailed investigation documents and summary slides
・ Designed to replicate professional strategic research that multiple teams spend weeks on Conceived as a solution that maximizes AI's potential for making high-quality decisions in complex social circumstances. This technology combines insights from "AI Scientist," the automation of scientific discovery published in Nature magazine, with "AB-MCTS" enabling strategic exploration. It realizes "efficient reasoning scaling" where output quality improves the longer the AI thinks. Closed Beta Test Launch
Target participants include those engaged in advanced research on a daily basis, such as strategic planning/business planning divisions at financial institutions and corporations, consulting firms, and think tanks (free during the beta period). We will continue to improve based on your feedback. ▼ Apply for Closed Beta Tester
forms.gle/MYHGP1wi2q4PHYPA7 [Translated from EN to English]→ View original post on X — @sakanaailabs, 2026-04-02 08:28 UTC
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Sakana Marlin: AI Research Assistant, Beta Testing Recruitment Open
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🐟Ultra Deep Research Assistant "Sakana Marlin", Beta Tester Recruitment🐟 Sakana AI has developed "Sakana Marlin", our first commercial product – a business-focused AI research assistant powered by our proprietary agent technology. sakana.ai/marlin-beta Sakana Marlin is an autonomous research assistant based on our unique long-horizon reasoning technology that completes sophisticated business research. Key Features
・ Given a theme, autonomously conducts research for nearly 8 hours
・ Automatically generates detailed research documents and summary slides
・ Designed to replicate professional strategic research typically requiring weeks of work by multiple team members We conceptualized this solution to maximize AI's potential for making high-quality decisions in complex social situations. This technology combines insights from "AI Scientist" – the automation of scientific discovery recently published in Nature – with "AB-MCTS" which enables strategic exploration. We've realized "efficient inference scaling" where output quality improves the longer the AI reasons. Closed Beta Test Launch
We're targeting professionals who engage in advanced research daily: strategy/business planning divisions at financial institutions and corporations, consulting firms, think tanks, and similar organizations (free during the testing period). We'll continuously improve based on your feedback. ▼ Apply for Closed Beta Tester Here
forms.gle/MYHGP1wi2q4PHYPA7 [Translated from EN to English]→ View original post on X — @sakanaailabs, 2026-04-02 08:19 UTC
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Onyx’s Superior Data Indexing vs Claude’s MCP Connectors
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Been using this over the past few weeks and I noticed that the connectors are built far better than what I found in Claude. Essentially, unlike Claude's MCP connectors that query your tools at runtime, Onyx actually indexes and continuously syncs with internal data. So when I
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Prompt Engineering for Complex Task Instructions
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It is not very useful to send your accountant an instruction: "FYI, I prefer not paying tens of thousands of unnecessary tax. Please scrutinize all tax positions to avoid doing that." It is, on the other hand, easy to put that in a prompt.
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Bots Collaborating: The New Era of Teamwork and Innovation
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I love this. It's the new kind of teamwork, having bots go at it. What a world! Can't wait to see what you guys built.
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Automated Injector for Precise Chick Medication During Transport
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#Automated Injector Prepares Chicks for Transport with Precise Medication
— Ronald van Loon (@Ronald_vanLoon) 2 avril 2026
by @IntEngineering
#TechForGood #Innovation #Tech #Technology pic.twitter.com/k7J0LUr1TC#Automated Injector Prepares Chicks for Transport with Precise Medication
by @IntEngineering #TechForGood #Innovation #Tech #Technology -
RoboChef: How Automation is Transforming Culinary Industry
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The Rise of the RoboChef: #Automation Redefines the Culinary World
— Ronald van Loon (@Ronald_vanLoon) 2 avril 2026
by @anand_narang
#Robotics #MachineLearning #ArtificialIntelligence #ML #Innovation #FoodTech pic.twitter.com/6nTiuOFHN5The Rise of the RoboChef: #Automation Redefines the Culinary World
by @anand_narang #Robotics #MachineLearning #ArtificialIntelligence #ML #Innovation #FoodTech