deleting my first response because it was rude. apologies! i think we're pretty far out on the edge of what people are doing with agents. everyone inside of @every has one, making it one of the only companies on the planet with 25 FTEs and 25ish agents
ENTERPRISE AI
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AI Agents and Organizational Hierarchy: Why Specialization Still Matters
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the idea that organizations don't need hierarchies anymore because of ai is silly for sure, there's an opportunity for fewer layers of middle management. but every experience i've had with agents leads me to believe that specialization and therefore hierarchy is extremely
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SambaManaged: Turnkey AI Solution for Fast Deployment
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SambaManaged, the first turnkey AI solution to go from idea to impact fast.
— SambaNova (@SambaNovaAI) 6 avril 2026
✅ Work smarter, not harder
✅ Deploy in weeks, not years
✅ Your models, your rules
✅ Scale effortlessly
✅ Managed or DIY https://t.co/22rBfP844t pic.twitter.com/S9RREtnGCySambaManaged, the first turnkey AI solution to go from idea to impact fast. ✅ Work smarter, not harder ✅ Deploy in weeks, not years ✅ Your models, your rules ✅ Scale effortlessly ✅ Managed or DIY sambanova.ai/products/sambam…
→ View original post on X — @sambanovaai, 2026-04-06 23:23 UTC
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Oracle’s Valuation Disconnect: From Software Vendor to Capital-Heavy Cloud Player
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This should be a juicy business school case study someday: Oracle’s financial profile as a business is totally changing but its stock valuation is still being treated by the Street as if it’s just a database software vendor. As Oracle goes deeper and deeper into sunk capital investment, and deeper in debt, the valuation has to go lower. New CFO for Oracle, brace for a new valuation Hilary Maxson is joining Oracle as CFO after nine years helping to run a company with a very different financial profile, Schneider Electric. The lower margin of Schneider is probably an accurate indicator of where Oracle is headed as a business as it takes on more and more debt to build a cloud AI empire. That business should be valued a lot less than Oracle’s traditional valuation — more like that of Schneider, in fact. thetechnologyletter.com $ORCL
→ View original post on X — @tiernanraytech, 2026-04-06 22:32 UTC
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LLM Hallucination Rates Remain Critical Barrier for Production
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Your best data are still a 4.6% hallucination rate, and on a handpicked benchmark at that. Game over. 4.6% isn’t even close to zero. And for many applications that’s deadly. Thanks for playing, and goodbye.
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FDA AI Tool Vox Detects Heart Failure from Voice Analysis
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Very exciting breaktrough: An FDA-designated AI tool called Vox can analyze just five seconds of a patient’s voice to detect signs of worsening heart failure, using patterns linked to fluid buildup that humans cannot hear. Trained on more than 3 million voice samples and supported by five clinical trials, it points to a huge shift in healthcare: cheaper, earlier, phone-based detection for a disease affecting 64 million people worldwide and costing the U.S. over $30 billion a year. I love it.
→ View original post on X — @kimmonismus, 2026-04-06 21:31 UTC
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LangChain announces Agent Infrastructure track at AI Council 2026
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Very excited to talk about file systems in agents at the @AICouncilConf this May! Grab tickets now before they sell out: AI Council (@AICouncilConf) Shipping an agent is the easy part. Keeping it alive while you ship 10 more? That's where things fall apart. At AI Council this year we're dedicating an entire track to the people actually solving this. Presenting the "Agent Infrastructure" lineup, curated by @tristanzajonc (Co-Founder & CEO of @continual_ai): → @BraceSproul, Head of Applied AI at @LangChain : “The File System Is All You Need” → @thesephist, Head of AI at @ThriveCapital: “Context Engineering at the Frontier” → @felipehuici, Co-Founder & CEO at @UnikraftCloud: “Running Millions of (Millisecond) AI Sandboxes without Breaking the Piggy Bank” → @glcst, CEO at @tursodatabase: “Agents will need trillions of databases. Let's give it to them!” → @MeryemArik9, CEO at @Doubleword_: “Inference for Async Agents in Production” → @jacopotagliabue, Founder at @Bauplan_labs: “Forgiveness, Not Permission: Running Agents On Production Data” → @TheParminderS , Co-Founder & CEO at Redscope AI: “Building Durable, Long-Running Autonomous Agents” Big thanks to Tristan for pulling these cracked engineers together to share what’s actually working in production. See you at AI Council 2026 in SF, May 12-14! 🎟️ aicouncil.com — https://nitter.net/AICouncilConf/status/2041254177058496866#m
→ View original post on X — @langchain, 2026-04-06 20:58 UTC
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AI Blood Test Detects Multiple Diseases via DNA Methylation
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Detection of multiple diseases via a cell-free DNA methylation blood test at low cost https://
pnas.org/doi/10.1073/pn
as.2518347123
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Factory 2026: How Clients Transform Manufacturing Approaches
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The factory of 2026 looks nothing like 2020. How are your clients approaching this? @IIoT_World @CRudinschi @agentic_factory @kai_at_ProSyst @marcusbwebster @ManriqueValdor
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Microsegmentation: Limiting Lateral Threat Movement in Production
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Microsegmentation prevents threats from moving laterally between production zones once they breach the perimeter.