Tootfinder

Flame Skimmer dragonfly resting on a green branch. LA Arboretum, Arcadia, California, USA. #laarboretum #dragonfly #flameskimmer

OdysseyBench: Evaluating LLM Agents on Long-Horizon Complex Office Application Workflows
Weixuan Wang, Dongge Han, Daniel Madrigal Diaz, Jin Xu, Victor R\"uhle, Saravan Rajmohan
https://arxiv.org/abs/2508.09124

OdysseyBench: Evaluating LLM Agents on Long-Horizon Complex Office Application Workflows
Autonomous agents powered by large language models (LLMs) are increasingly deployed in real-world applications requiring complex, long-horizon workflows. However, existing benchmarks predominantly focus on atomic tasks that are self-contained and independent, failing to capture the long-term contextual dependencies and multi-interaction coordination required in realistic scenarios. To address this gap, we introduce OdysseyBench, a comprehensive benchmark for evaluating LLM agents on long-horizo…

I feel stupid for asking this… but is there still no good way to checkout and later pull a pull request branch from another repo?
We've got `gh pr checkout NUMBER` but the only way I've found to fetch updates is to delete the local branch and start over.
I really don't want to play adlib with manually adding remotes etc – is this still the best we can do in 2025??
EDIT: it’s solved! 🎉

Tomáš Janoušek (@liskin@genserver.social)
@hynek @carlton Drop fetch.all=true and that fixes it.You may need to learn to use git remote update instead of git fetch though.And I’d consider filing this as a bug upstream, because as you said ...

🇺🇦 #NowPlaying on #BBC6Music's #CraigCharles
Fleet Foxes:
🎵 He Doesn't Know Why
#FleetFoxes
https://silverswans.bandcamp.com/track/he-doesnt-know-why-fleet-foxes-cover
https://open.spotify.com/track/4FlNj8oEuikVspfVWzMZVz

A good account (bot) to follow, it reminds when I forget to add an alt-text to a picture and makes one,
https://fuzzies.wtf/@altbot

Altbot (@altbot@fuzzies.wtf)
129K Posts, 4.35K Following, 3.92K Followers · Hi! I'm Altbot™ your accessibility companion! I help make the Fediverse more inclusive by generating alt-text descriptions for images. Let me assist you! How to Use: > Mention me (@altbot) in a reply to any post with images! > Follow me and I'll follow back to help with your posts > I'll generate alt-text for images that need it Important Notes: Your media is processed locally on my own server and NOTHING is saved or used for training. Comple…

Related to my last boost, still annoyed this DID NOT make it into WCAG 2.2:
3.2.7 Hidden Controls (Level AA): Controls needed to progress or complete a process are visible at the time they are needed without requiring pointer hover or keyboard focus, or a mechanism is available to make them persistently visible.
https://www.…

Mediator-Guided Multi-Agent Collaboration among Open-Source Models for Medical Decision-Making
Kaitao Chen, Mianxin Liu, Daoming Zong, Chaoyue Ding, Shaohao Rui, Yankai Jiang, Mu Zhou, Xiaosong Wang
https://arxiv.org/abs/2508.05996

Mediator-Guided Multi-Agent Collaboration among Open-Source Models for Medical Decision-Making
Complex medical decision-making involves cooperative workflows operated by different clinicians. Designing AI multi-agent systems can expedite and augment human-level clinical decision-making. Existing multi-agent researches primarily focus on language-only tasks, yet their extension to multimodal scenarios remains challenging. A blind combination of diverse vision-language models (VLMs) can amplify an erroneous outcome interpretation. VLMs in general are less capable in instruction following a…

Stimulated Brillouin Amplification with Flying Focus
Zhaohui Wu, Xiaoming Zeng, Zhaoli Li, Xiaodong Wang, Xiao Wang, Jie Mu, Yanlei Zuo, Kainan Zhou, Hao Peng, C. Riconda, S. Weber
https://arxiv.org/abs/2508.04121

Stimulated Brillouin Amplification with Flying Focus
Material damage thresholds pose a fundamental limit to chirped pulse amplification (CPA) in high-power laser systems. Plasma-based amplification via stimulated Brillouin scattering (SBS) offers a damage-free alternative, yet its effectiveness has been hindered by instabilities that constrain interaction length. In this study, we report the first experimental demonstration of SBS amplification driven by a flying focus in a 3-mm plasma channel. The flying focus is generated using chromatic aberra…

Western Honey Bee flying away after visiting a Canary Island Daisy. LA Arboretum, Arcadia, California, USA. April, 2025. #laarboretum #bee #honeybee

R-Horizon: How Far Can Your Large Reasoning Model Really Go in Breadth and Depth?
Yi Lu, Jianing Wang, Linsen Guo, Wei He, Hongyin Tang, Tao Gui, Xuanjing Huang, Xuezhi Cao, Wei Wang, Xunliang Cai
https://arxiv.org/abs/2510.08189

R-Horizon: How Far Can Your Large Reasoning Model Really Go in Breadth and Depth?
Recent trends in test-time scaling for reasoning models (e.g., OpenAI o1, DeepSeek-R1) have led to remarkable improvements through long Chain-of-Thought (CoT). However, existing benchmarks mainly focus on immediate, single-horizon tasks, failing to adequately evaluate models' ability to understand and respond to complex, long-horizon scenarios. To address this incomplete evaluation of Large Reasoning Models (LRMs), we propose R-HORIZON, a method designed to stimulate long-horizon reasoning beha…