… The key finding: capital-agent reliability is an operating-layer problem. The largest reliability gains came from prompt compilation, typed controls, policy validation, execution guards, memory semantics, and full instruction-to-settlement observability. …
Papers arxiv:2605.09269 DeltaRubric: Generative Multimodal Reward Modeling via Joint Planning and Verification Published on May 10 Submitted by Rui Liu on May 12 Tencent Hunyuan Authors: Rui Liu , , , , , Runpeng Dai , , , Abstract DeltaRubric introduces a two-step multimodal preference evaluation … …
… We propose a novel framework that transforms memory pipelines into executable memory evolution graphs , enabling fine-grained tracing of operational information flow . …
…FAMA operates in two stages: first, it analyzes failure trajectories from baseline agents to identify the most prevalent errors; second, it employs an orchestration mechanism that activates a minimal subset of specialized…
… Yet their reliability on complex, low-frequency interactions is still poor, limiting user trust. …
…visuals, operating only on source code and log files. Text-only LLMs perform open-loop text editing, unable to predict or verify the two-dimensional layout consequences of their changes. Reliable typesetting…
…automation for whom? Researchers operate under different resource configurations, hold different methodological preferences, and target different output formats. A system that produces uniform outputs regardless of these differences will systematically under-serve…
…Ziyu Guo , , , Abstract ATLAS presents a visual reasoning framework that combines agentic operations and latent representations using functional tokens, enabling efficient training and improved performance on complex benchmarks. AI-generated summary Visual…
…Concretely, we construct ClawGym-SynData , a diverse dataset of 13.5K filtered tasks synthesized from persona-driven intents and skill-grounded operations , paired with realistic mock workspaces and hybrid verification mechanisms . We…
… To operationalize this structure, we further propose a self-guided temporal tree search algorithm for constructing evolution chains that trace the progression of methods over time. …
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