Compare accepted end-to-end outcomes, tool permissions, intervention rate, recovery behavior and total cost on the same workload. A polished demo does not establish unattended reliability.
Agent systems · primary_technical_publication
AI is expanding beyond the data center as developers build a new generation of agents to act at the edge: monitoring driver attention and cabin
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Building an autonomous agent requires a model, a harness, and domain-specific tools. To deploy an agent more securely, developers need a runtime that enforces...
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Web agents are typically evaluated with goals fully specified before execution and fixed thereafter, whereas real users often revise their requirements during interaction. To study
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When AI agents share channels and credentials, one agent can press another to break its operator's rule, a first step towards collusion. Output filters check
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Multi-step Web tasks often require several LLM agents to gather and combine evidence. The communication graph of a fixed workflow restricts which agents can read
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Large language models (LLMs) can improve task performance during learning, yet these gains do not necessarily reflect learners' ability to thereafter apply the knowledge and
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Clinical genomic analysis requires experts to integrate evolving guidelines, databases, and computational evidence. As sequencing has become increasingly accessible, this complex and labor-intensive process has
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Do research agents have taste, the judgment of which experiments are worth running before their outcomes are known? We give six frontier models seven recent
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High-quality articulated assets are essential for embodied perception, simulation, and manipulation, yet constructing them at scale remains difficult. Manual annotation and procedural modeling require substantial
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Recent advances in video world models have enabled the generation of increasingly realistic and interactive virtual environments, opening new possibilities for player-customizable gameplay. Agentic frameworks
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Video generation is shifting from end-to-end synthesis toward agentic generation, where planning, tool use, and feedback enable coherent, controllable multi-shot videos. In parallel, video world
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Tool-use benchmarks often score agents by final task success, but terminal outcomes can obscure whether the intermediate tool-call trajectory was executable. We propose prefix executability
Automatically screened · not peer reviewed by this siteRead analysis note ↗Clarifies the distinction between model capability, orchestration and enforced permissions without replacing the existing Sevensa stack.
Source: NVIDIA Developer · 2026-10-30
Separate AI source check · not peer review