Most teams think “more data = smarter AI.” I make the opposite case: context beats volume. When LLMs are grounded in your company’s own signals—not just the internet—they deliver accurate, explainable decisions at scale. A thread on Context Engineering and why it changes
ENTERPRISE AI
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AI-First Strategy Fails Without Strong Foundations
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Everyone wants to be AI-first. Almost no one wants to fix the foundations. AI agents. LLMs. MCPs. A2A everywhere. Because that’s what everyone is talking about. CEOs push the “AI-first” narrative. More demos. More prototypes. More speed. Impressive on the surface. But what stands out to me is what’s missing underneath. Data quality. Culture. Skills. Clear ownership. The invisible layer. And nobody pays attention to what they can’t see… until it breaks. That’s usually when the polished POCs fail in production. The shift here is fundamental. AI doesn’t fail at the top. It fails because the foundation was never finished. This is where things change. Foundations aren’t boring work. They’re the only reason anything above them stays standing. So here’s the real question: Are you building AI for visibility… or building something that can actually last? #ArtificialIntelligence #AI #AITransformation #Leadership #FutureOfWork #Innovation
→ View original post on X — @pascal_bornet, 2026-04-02 10:00 UTC
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Oracle Cuts 30,000 Jobs for Major AI Infrastructure Pivot
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🚨 Big Shift at Oracle: AI Over Everything Oracle is reportedly planning to lay off up to 30,000 employees — nearly 18% of its global workforce — as the company aggressively pivots toward Artificial Intelligence. This isn’t just cost-cutting. It’s a strategic reset. Here’s what’s driving the move 👇 🔹 Massive AI Pivot Oracle is redirecting resources to compete in the AI race, investing heavily in high-performance computing and next-generation AI infrastructure. 🔹 Data Center Expansion Reports suggest long-term infrastructure investments could reach $156 billion, powering large-scale AI model training and deployment. 🔹 Financial Realignment The layoffs aim to generate $8–10 billion in annual savings, helping fund AI innovation while managing more than $100 billion in debt and recent stock pressure. 🔹 Post-Cerner Restructuring After the $28B Cerner acquisition, Oracle is consolidating operations and reducing roles tied to legacy and non-cloud systems. 💡 The bigger picture: Tech companies are no longer just adopting AI — they are restructuring entire organizations around it. We are entering an era where: ➡️ Infrastructure > headcount ➡️ AI capability > legacy operations ➡️ Adaptability > job titles The AI transformation is not coming. It’s already reshaping the workforce. What are your thoughts — evolution or disruption? 👇 #AI #Oracle #TechIndustry #ArtificialIntelligence #FutureOfWork #CloudComputing #DigitalTransformation
→ View original post on X — @krishnaik06, 2026-04-02 08:40 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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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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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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Red Lion Recognized by UK IoT Developer for AI Innovation
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Red Lion, Recognized by UK-Based Developer of #IoT! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding
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Autonomous AI Agents Need Freedom Like Employees
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Yep, you can't hand-hold your agents to do something. You have to let them roam free like an actual employee.
