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Hacker News front page

Sea Monkeys Show Scientists How to Rewrite a Rule of Turbulence

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  1. The Shadows Lurking in the Equations – Underwater Islands

    The article introduces FuzzyGraph, a web tool that visualizes equations as error heatmaps (fuzzy/non‑binary mode) instead of the classic binary “exact‑equals” plots. By showing regions of high error (black‑hole shadows) and low error (underwater islands), the author argues that fuzzy graphs reveal mathematical features invisible to conventional graphing tools.

    Hacker News front pagegods.art4 minHN7013
  2. Don't Mask the Environment: Observation Supervision Changes How Agents Explore Under RL

    ActObs is a supervised fine-tuning method that trains agents to predict both actions and environmental observations from trajectories. This joint supervision improves subsequent reinforcement learning performance, leading to better exploration and task completion on benchmarks like Terminal-Bench 2.0 and aider-polyglot.

    Hugging Face Daily Papersarxiv.org1 minpaper
  3. OSWorld-Science: A Benchmark of Computer Use Agents for Learning and Using Scientific Software

    OSWorld-Science introduces a benchmark suite of 146 scientific software tasks for evaluating visual language model agents across domains like molecular design and image analysis. The authors provide a harness for systematic comparison and show that current state‑of‑the‑art VLMs still struggle with many scientific workflows.

    Hugging Face Daily Papersarxiv.org2 minpaper