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How Dyna Teaches Robots to Work Beyond a Demo

…and the hardware and workflow decisions behind Dyna’s physical agents.

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NeurIPS 2023 Recap, Part 3 of 4: Search, Tools, Agent Memory, and Attention Alternatives

…Part 3 moves from an arithmetic puzzle to Minecraft agents, planning tests, and sequence models—examining how capabilities are built and where apparent success breaks down.

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Retrieval After RAG: Search Built Around Storage, Concurrency, and Cost

…feature led to Turbopuffer’s storage architecture. Agents issuing many searches at once are now changing its workload and economics.

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A data copilot needs to know what your metrics mean

…needs. His closing advice is to build analytics chatbots and agents. Having attempted the product years earlier, he believes foundation models have made applications feasible that were much harder in the Statsbot era. The opportunity is to …

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Abridge: From Clinical Notes to Decisions During the Visit

…sandboxed coding shift attention toward the context and tools agents need. - Event-driven systems remain relevant. Kafka, Temporal and sockets are cited as familiar technologies for coordinating real-time conversational workflows. -…

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After SWE-bench: Evaluating What Happens After the Patch

SWE-bench evaluates coding agents using existing software issues and pull requests. Released in October 2023, it initially attracted little use. John Yang credits Cognition’s Devin launch with helping turn it into a focus of competition.…

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AI Engineering Starts at the Model Boundary

…topics, while multimodality, evaluation and operations, and agents received more dedicated coverage. Two additions broadened the program beyond technical implementation: - AI in the Fortune 500 sought larger deployment stories beyond the…

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AI Startups in 2024: Cheaper Models, Harder Product Questions

…and recent. The panel informally debated whether working “true agents” numbered near zero or in the double digits, eventually settling around a dozen—not a defined census. Meanwhile, model providers were still shaping interfaces, from…

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AI Startups: From Data Infrastructure to Products That Learn

…how people use its products. Analyzing interactions with agents and large language models adds complexity—and sustains demand for data tooling even when data teams grow less quickly than expected. That practical need underlies the opening…

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AI’s Bottlenecks Move Beyond the GPU — Part 3 of 3

…thesis combines several workloads: - Software created by coding agents: Claude Code and similar tools produce software that must execute somewhere, potentially raising CPU utilization. - Reinforcement-learning environments: simulating and…

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Alex Zhang on What Agent Harnesses Can Teach a Language Model

…the answer. A swarm extends the same question: how do many agents share discoveries without spending more than the problem warrants? Zhang’s account of an OpenAI effort is that agents used shared context to search a difficult problem. He is…

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Amp: Build the Agent, Keep the Scaffolding Disposable

…productivity gains. His larger ambition is asynchronous agents working concurrently around the clock, with ten to a hundred times as many agents consuming inference and producing output. That expansion remained a forecast. Amp’s iteration…

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