The traditional tool-calling approach suffers from high latency, manual control flow, and context pollution. With Search as Code, the model composes search primitives: fanning out queries asynchronously, deduping, filtering, joining, and ranking before results hits its context.
SYSTEMS
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Who will bring order to AI in the 2020s?
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In the 1940s, von Neumann brought order to computer architecture.
in the 1970s, Codd brought order to database management.
In the 2020s, who will bring order to AI? -

9 Steps to Build AI Agents from Scratch
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How to build AI agents from scratch (9 steps): 1. Purpose & scope 2. I/O schemas 3. System instructions 4. Reasoning + tools 5. Multi-agent orchestration 6. Memory & context 7. Multimodal 8. Structured outputs 9. UI / API Ship agents that do work, not just talk.
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Hermes Agent Visually Explained: OS for AI Work
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Hermes Agent Visually Explained (Operating System for AI work). https://t.co/zMKpSJachS pic.twitter.com/84NWaiiXks
— Shubham Saboo (@Saboo_Shubham_) 1 juin 2026Hermes Agent Visually Explained (Operating System for AI work).
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DellTechWorld 2026: H2O.ai CEO and Dell CTO discuss AI scaling, governance, cost
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At #DellTechWorld 2026, http://
H2O.ai Founder & CEO @srisatish joined @DellTech
' CTO Satish Iyer and @theCUBEto discuss what it takes to operationalize AI at scale — from infrastructure and governance to cost control, sovereignty, and real-world business outcomes. -
Agents need memory before tools, not expensive goldfish
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We gave agents tools before we gave them memory.
— God of Prompt (@godofprompt) 1 juin 2026
That was backwards.
Now they can browse, code, email, book meetings, hit APIs…
…but still wake up tomorrow with no idea what they learned yesterday.
That is not an agent stack. That is a very expensive goldfish with… https://t.co/k1DqTtViOb pic.twitter.com/vH1kBgbqNtWe gave agents tools before we gave them memory. That was backwards. Now they can browse, code, email, book meetings, hit APIs… …but still wake up tomorrow with no idea what they learned yesterday. That is not an agent stack. That is a very expensive goldfish with
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Agents initiate purchase orders for out-of-stock parts with organizational approval.
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If parts aren't in stock, the agent can initiate purchase orders where organizations approve that autonomy level.
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Interrupt keynote on sandboxes for safe agent code execution
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.@MukilLoganathan’s Interrupt keynote on Sandboxes. https://t.co/oddQOs0Q6O
— LangChain (@LangChain) 1 juin 2026
In 20 minutes, you’ll learn how to run agent code safely.
Isolated from your runtime, with network controls, persistent state, and snapshot/restore when things go wrong. pic.twitter.com/g2Pvzi824D.
@MukilLoganathan
’s Interrupt keynote on Sandboxes. https://
youtu.be/IIchUA5T3gs In 20 minutes, you’ll learn how to run agent code safely. Isolated from your runtime, with network controls, persistent state, and snapshot/restore when things go wrong. -

GrepSeek: Training Search Agents for Direct Corpus Interaction
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GrepSeek Training Search Agents for Direct Corpus Interaction
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VAST AI’s living world persists whether watched or not
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This isn't a video generator.
— AI Highlight (@AIHighlight) 1 juin 2026
It's a living world that keeps running whether you're watching or not.
VAST AI just changed what "world model" means. https://t.co/MZbVveSEpmThis isn't a video generator. It's a living world that keeps running whether you're watching or not. VAST AI just changed what "world model" means.
