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This paper proposes VFEAgent, a multi-agent system that automates finite element analysis by integrating vision-language models with a verification-first code synthesis framework, enabling end-to-end simulation from images and problem descriptions.
This paper presents Ptah, a multi-agent harness for generating verifiable multimodal deep research reports by interleaving textual and visual evidence through specialized agents and verification mechanisms. It introduces PtahEval for evaluation.
A developer lists the top 5 most used MCP skills in their Hermes multi-agent system, covering Cloudflare infrastructure, domain management via Porkbun, prediction market trading, Twitter data extraction, and web scraping.
This paper introduces the Insights Generator, a multi-agent system for systematic corpus-level trace diagnostics of LLM agents, which generates evidence-backed insights by proposing and testing hypotheses across execution traces. Experiments show that using Insights Generator reports improves scaffold performance by 30.4 percentage points.
DeepSlide is a human-in-the-loop multi-agent system for the full presentation process, from requirement elicitation and time-budgeted narrative planning to evidence-grounded slide-script generation and rehearsal support. It introduces a dual-scoreboard benchmark separating static artifact quality from dynamic delivery excellence, and achieves gains in narrative flow, pacing precision, and slide-script synergy.
Hugging Face releases 'physics-intern', an agentic framework for theoretical physics research that doubles the performance of Gemini models on the CritPt benchmark and sets a new state-of-the-art compared to GPT-5.5 Pro.
Claude Code Game Studios is an open-source framework that transforms a single Claude Code session into a structured game development studio with 49 specialized agents, 72 skills, and organizational hierarchy to enforce quality gates and design consistency.