…Experiments on four benchmarks demonstrate that TacoMAS outperforms nearly 20 multi-agent baselines, achieving an average improvement of 13.3% over the strongest baseline. The codes are released at https://github.com…
…https://seokwonjung-jay.github.io/meme-eval/ Code: https://github.com/SeokwonJung-Jay/MEME-public Get this paper in your agent: hf papers read 2605.12477 Don't have the latest CLI…
…Across three fundamentally distinct benchmarks including LoCoMo, Mind2Web, and GAIA, FluxMem achieves consistent state-of-the-art performance, demonstrating strong adaptation and generalization in complex agentic environments. The code will be open…
…AI-generated summary The continued improvements in language model capability have unlocked their widespread use as drivers of autonomous agents, for example in coding or computer use applications. However, the core of…
…View arXiv page View PDF GitHub 4 Add to collection Community AgensFlow introduces an open-source coordination-policy substrate for multi-agent systems. Instead of hard-coding agent workflows upfront, the framework…
…LLM itself can reflectively patch stale prompts and code into useful evolution signal rather than discard them. Get this paper in your agent: hf papers read 2605.08520 Don't have the…
…Evaluating 27 LVLMs and 7 memory-augmented agents , we find that long-context LVLMs achieve high short-context accuracy through direct visual grounding but degrade as conversations grow, whereas memory agents are…
…code at https://github.com/CherYou/ AutoResearchBench . View arXiv page View PDF Project page GitHub 39 Add to collection Community This paper introduces AutoResearchBench, a benchmark specifically designed to evaluate AI agents…
…Three Hypotheses on AI-Assisted Code Review (2026) Lore: Repurposing Git Commit Messages as a Structured Knowledge Protocol for AI Coding Agents (2026) Test-Driven AI Agent Definition (TDAD): Compiling Tool-Using…
…Finally, empirical results demonstrate improved long-horizon reasoning accuracy and a favorable accuracy-efficiency trade-off compared to state-of-the-art agentic memory systems. Our code is available at https://github…