We finally have a ‘Figma for AI agents’. Meet Awesome-design-md. It's an amazing curated collection of UI systems extracted from 50+ top websites, formatted for coding agents. Instead of parsing screenshots or messy design files, just drop a DESIGN.md into your project. It
AGENTS
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Sakana Marlin: AI Assistant Conducting 8-Hour Deep Research
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We are recruiting beta testers for Sakana Marlin🎣 This is a highly capable assistant with Deep Research that investigates over 8 hours! Behind this product lies AB-MCTS, the result of pure research projects! This is a product unique to Sakana AI, where research achievements translate into actual products👏 — Sakana AI (@SakanaAILabs) 🐟Ultra Deep Research Assistant "Sakana Marlin" – Now Recruiting Beta Testers🐟 Sakana AI has developed "Sakana Marlin," our first commercial product – an autonomous AI research assistant for business powered by our proprietary agent technology. sakana.ai/marlin-beta Sakana Marlin is an autonomous research assistant based on our unique long-term reasoning technology, capable of completing advanced business research. Key Features
・When given a topic, it autonomously conducts research for nearly 8 hours
・Automatically generates detailed research documents and summary slides
・Designed to replicate professional strategic research that teams of multiple people would conduct over weeks We conceived this solution to leverage AI's full potential to enable sound judgments in complex social situations. This technology fuses insights from "AI Scientist" – the automation of scientific discovery recently published in Nature magazine – with "AB-MCTS" which enables strategic exploration. This achieves "efficient reasoning scaling" where output quality improves the longer the AI thinks. We are conducting a closed beta test targeting those working daily on advanced research: strategy and business planning departments at financial institutions and corporations, consulting firms, think tanks, and similar organizations (free during the beta period). We will continuously improve based on your feedback. ▼ Apply for Closed Beta Tester Status Here
forms.gle/MYHGP1wi2q4PHYPA7 [Translated from EN to English]→ View original post on X — @sakanaailabs, 2026-04-02 08:48 UTC
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Sakana AI Launches Marlin, AI Research Assistant for Business Beta Testing
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New Ultra Deep Research Assistant Marlin @SakanaAILabs 🐠 Pushing the limits of test-time scaling for automating business-oriented research. It builds on top of AB-MCTS and The AI Scientist! Very excited to see agents scale to real-world applications and long-running workloads. Sign up for beta testing. — 🐟Ultra Deep Research Assistant "Sakana Marlin" – Beta Testers Wanted 🐟 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 proprietary long-horizon reasoning technology for conducting advanced business research. Key Features
・ Conducts autonomous research for nearly 8 hours given a theme
・ Automatically generates detailed research documents and summary slides
・ Designed for professional strategic research that typically takes teams of multiple people several weeks We conceived this solution to maximize AI's potential for making high-quality decisions amid complex global circumstances. This technology fuses insights from "AI Scientist" (automated scientific discovery published in Nature magazine) with "AB-MCTS" (strategic exploration). It realizes "efficient inference scaling" where output quality improves with more reasoning time. Closed Beta Testing
Targeted at professionals in financial institutions, corporations' strategic planning/business development divisions, consulting firms, think tanks, and similar organizations engaged in advanced research daily (free during the beta period). We will continuously improve based on your feedback. ▼ Apply for Closed Beta Testing
forms.gle/MYHGP1wi2q4PHYPA7 [Translated from EN to English]→ View original post on X — @sakanaailabs, 2026-04-02 08:38 UTC
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Cognitive Architectures Differ From Standard AI Implementations
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Cognitive architectures work far different than what you are using. Not a problem here.
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From Prompting to Outcome Management: The Digital Coworker Era
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The real “aha” for me: We are moving from prompting… to managing outcomes. Instead of crafting the perfect input, you: → Define the objective
→ Review the execution plan
→ Approve or refine That’s not a better chatbot. That’s a digital coworker. And it changes how -
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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Anduril EagleEye Helmet Lets Soldiers See Through Walls
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Les soldats américains peuvent maintenant voir à travers les murs.
— VISION IA (@vision_ia) 2 avril 2026
Ce n'est pas un jeu vidéo. C'est une technologie réelle d'Anduril Industries.
Comment ça marche : le casque EagleEye fusionne en temps réel les données de drones Ghost-X et de capteurs déployés sur le terrain,… https://t.co/CKyjWIvhGYAmerican soldiers can now see through walls. This isn't a video game. It's real technology from Anduril Industries. How it works: the EagleEye helmet fuses in real time data from Ghost-X drones and sensors deployed on the ground, then projects it all directly into the soldier's