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DeepSeek V4 Flash 0731 in Hermes Agent and one prompt, took 32 minutes and cost 0.07$, this model is so cheap to the point where 2 dollars can last you a full day.

A user reported that the DeepSeek V4 Flash 0731 model, running via Hermes Agent, processed a single prompt over 32 minutes for a total cost of only $0.07. The extreme cost-efficiency of the model suggests that a $2 budge…

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LEDGERMIND: Provenance-Constrained Multimodal Agentic Reasoning with a Structured Evidence Ledger

LEDGERMIND proposes a provenance‑constrained state‑machine view of multimodal agent trajectories for visual question answering. It normalizes tool outputs into a structured evidence ledger, allowing evaluation of whether…

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Beyond Borrowed Histories: Person-Aligned User Simulation for Interactive Role-Playing Evaluation

Researchers propose a person-aligned user simulation framework for evaluating role-playing agents (RPAs) in interactive, multi-turn conversations. Unlike traditional benchmarks that rely on fixed dialogue histories and s…

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OmniScope: Modality-Decoupled Token Compression for Omnimodal Large Language Models

OmniScope introduces a training-free token compression framework for omnimodal LLMs that addresses cross-modal salience mismatch, where audio and video relevance peaks at different moments for the same query. Unlike unid…

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