…AI-generated summary Deep search capabilities have become an indispensable competency for frontier Large Language Model (LLM) agents, yet their development remains dominated by industrial giants. The typical industry recipe involves a…
…The bottleneck is not raw capability, but judgment: knowing when to act autonomously and when to ask for help. Current benchmarks are blind to this failure mode. They supply unambiguous detailed instructions…
…Therefore, we introduce MemEye, a framework that evaluates memory capabilities from two dimensions: one measures the granularity of decisive visual evidence (from scene-level to pixel-level evidence), and the other measures…
…Improving Long-Horizon LLM Agents (2026) PASK: Toward Intent-Aware Proactive Agents with Long-Term Memory (2026) Toward Autonomous Long-Horizon Engineering for ML Research (2026) Scaling Agentic Capabilities, Not Context: Efficient…
…first, supervised bootstrapping projects the target model into the capability union of source models; second, constraint-aware optimization synthesizes a consistent consensus manifold by explicitly suppressing drifting trajectories via a multi-negative…
…View arXiv page View PDF Add to collection Community Studied consensus based black box optimization from a learning perspective and proposed LAC MAS, an LLM assisted multi-agent framework that jointly learns…
…To bridge this gap, we first introduce the Tabular Embedding Benchmark (TabBench), a comprehensive suite designed to evaluate the tabular understanding capability of embedding models. We then propose TabEmbed, the first generalist…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Reusable skills are a key mechanism for extending agent capabilities, allowing agents to accumulate experience and solve increasingly complex tasks. Yet most existing skill…
…However, existing egocentric datasets predominantly focus on action recognition or generic QAs from short clips, measuring perceptual capabilities rather than realistic human memory needs. We introduce SuperMemory-VQA, an egocentric visual question…
…Hello ! Is it possible to upgrade the 299$ version to the 499$ later ? This is sweet...although would really like to see some arm capability at the least. This would add a…