…Rather than only describing what to do, visual skills also encode where to look, how to inspect, and how to verify visual outcomes. To scale visual-skill construction, we introduce \SYSTEM, an…
…Trained on merely 10.6k data points, our OpenSeeker-v2 achieves state-of-the-art performance across 4 benchmarks (30B-sized agents with ReAct paradigm ): 46.0% on BrowseComp , 58.1% on…
…integrity verification , result-to-claim mapping , and claim auditing that cross-checks manuscript statements against the claim ledger and raw evidence, as well as a five-pass scientific-editing pipeline , mathematical-proof…
…From Transformer to Agent, From AI to AI for Science (2026) Automated Conjecture Resolution with Formal Verification (2026) LiveMathematicianBench: A Live Benchmark for Mathematician-Level Reasoning with Proof Sketches (2026) AI-Supervisor…
…First, we construct a cold-start dataset using an answer-aware Tutor and answer-blind Planner to generate verified, causally grounded search trajectories. Second, we refine the initialized policy with Group Relative…
…By combining benchmark review , in-the-wild stress tests , and expert-constrained case studies , this roadmap offers a capability-centered lens for understanding, evaluating, and advancing the next generation of intelligent visual…
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