Unzip

Unzip

By Skyler @ LimitLess AITechnologyTech News
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Unzip episodes

  • SWE Refactor Bench: Can Coding Agents Complete a Long-Horizon, Whole-Repository Stack Migration?
    ## Episode Summary
    In this episode, we cover:
    - **SWE Refactor Bench: Can Coding Agents Complete a Long-Horizon, Whole-Repository Stack Migration?** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.23564v1)
    - **ClawProBench: Trace-Aware Evaluation of AI Agents with Runtime Coverage and Frozen Workplace-Style Holdouts** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.22510)
    - **What AstroPT knows about galaxies, and what that can teach us about LLMs** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.22614)
    - **Towards a Densing Law for User Representation Learning at Billion-Scale Capacity** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.23392)
    - **The Interaction Tax: When Communication Erases Diversity in Multi-Agent Teams** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.23541v1)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • Partition the Support, Reconstruct the Residual: Training-Free Sparse Attention for Video Generation and World Models
    ## Episode Summary
    In this episode, we cover:
    - **Partition the Support, Reconstruct the Residual: Training-Free Sparse Attention for Video Generation and World Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.18484)
    - **ParaTempo: Efficient Parallel Reasoning via Temporal Confidence** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.16425)
    - **Every Coin Has Two Sides: On the Dual Nature of Generalization in On-Policy Distillation of Large Language Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.16647)
    - **Hadith computational science in the age of large language models: a critical narrative review** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.20364)
    - **Asymmetric Capacity Allocation in Self-Refinement Pipelines** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.21345v1)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • 4DAnyone: Create Anyone in 4D from a Casual Monocular Video
    ## Episode Summary
    In this episode, we cover:
    - **4DAnyone: Create Anyone in 4D from a Casual Monocular Video** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.20335v1)
    - **FlowEvo: Self-Evolving Agents through the Co-Evolution of Workflows and Executable Skills** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.21596)
    - **Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.08466)
    - **The Embedder's Dilemma: LLMs Are Better, but at What Cost?** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.12875)
    - **An Agentic Approach for Active Data Collection, Travel Behavior Modeling, and Weather-Sensitive Demand Prediction** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.20320v1)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • NARU: A Benchmark for NARrative Evolution and Cultural Nuance Understanding in Japanese Extreme Long Video
    ## Episode Summary
    In this episode, we cover:
    - **NARU: A Benchmark for NARrative Evolution and Cultural Nuance Understanding in Japanese Extreme Long Video** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.13210)
    - **Towards Quantifying Benchmark Optimization in ASR Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.19936)
    - **FlashPrefill V2: Block-Sparse Prefill Attention for Long-Context LLM Serving** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.19758)
    - **Chain-of-Experience for Continual LLM Improvement** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.18027)
    - **SWE-bench Science: Can Coding Agents Resolve Engineering Tasks in Science?** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.19799)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    13 min
  • Thinking in a Low-Resource Language: What SFT Builds, What RL Fixes, What Accuracy Cannot See
    ## Episode Summary
    In this episode, we cover:
    - **Thinking in a Low-Resource Language: What SFT Builds, What RL Fixes, What Accuracy Cannot See** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.17744)
    - **ConceptGuard: Benchmarking Context-Sensitive Unlearning in Large Language Models** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.20338v1)
    - **MidTool: Mid-training Data Synthesis for Agentic Tool Use** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.20314v1)
    - **AI4AI-Bench: Benchmarking LLM Agents in Algorithmic Design for Recursive Self-Improvement** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.20318v1)
    - **QuoteBench: How Matched Scores Can Hide Command-Path Failures** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.13547)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • Zetta ζ: An Efficient Closed-Loop Embodied Harness for Self-Evolving Physical Intelligence
    ## Episode Summary
    In this episode, we cover:
    - **Zetta ζ: An Efficient Closed-Loop Embodied Harness for Self-Evolving Physical Intelligence** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.16590)
    - **SemComp-Bench: Benchmarking Semantic Task Completion in Video Generation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.17426)
    - **SPADE: Self-Play in Adaptive Synthetic Executable Environments** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.19197v1)
    - **Scaling Creative Writing Beyond Story-Centric Data with Attribute-Guided Genre Expansion** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.13947)
    - **OmniScientist: An Omni-Modal Omni-Discipline AI Scientist** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.13558)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • HarnessRisk: A Lifecycle-Oriented Benchmark for Agent Harness Safety
    ## Episode Summary
    In this episode, we cover:
    - **HarnessRisk: A Lifecycle-Oriented Benchmark for Agent Harness Safety** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.17597)
    - **PixRestore: Unified Image Restoration via Pixel Diffusion Transformer** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.16793)
    - **Demystifying Agent Skills: Why They Work-Until They Don't** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.14036)
    - **EDITBRIDGE: Towards Faithful and Efficient Ultra-High-Resolution Image Editing** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.18063)
    - **Agent Lightning v1.0: Towards Harnessed Agentic RL** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.17528)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • Don't Drop the BATON: Long-Horizon Robot Manipulation via Agentic Subtask Exploration and Transition-aware Memory
    ## Episode Summary
    In this episode, we cover:
    - **Don't Drop the BATON: Long-Horizon Robot Manipulation via Agentic Subtask Exploration and Transition-aware Memory** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.16889v1)
    - **How Do Agents Fail on AutoResearch: End-to-End Diagnostic Evaluation on 100 Real-World Frontier Research Tasks** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.14905)
    - **StateM: Reaching 95.3% Raw Accuracy, or a \$15 Frontier Run, on Terminal-Bench 2.1 via Harness Scaling** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.15089)
    - **Advancing Open and Reproducible Relational Learning: RelArena-α, TabPFN-Rel and RPI** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.16319)
    - **Large Discovery Models: Empirically-grounded Model-Based Open-Ended Search** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.15669)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • DFM Mimir v1: An Open HRM Delivering Frontier Performance at 1B Parameters Using Only Permissible Post-Training Data
    ## Episode Summary
    In this episode, we cover:
    - **DFM Mimir v1: An Open HRM Delivering Frontier Performance at 1B Parameters Using Only Permissible Post-Training Data** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.13517)
    - **Agents Catching Agents: Shortcut Cascades and Benchmark Gaming in Clinical Multi-Agent Systems** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.03744)
    - **A Pathway to General-Purpose Scientific AI: Multimodal Comprehension of Scientific Images** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.14075)
    - **Second Thought: Reasoning in Parallel as LLM Agents Act and Observe** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.13667)
    - **Self-Supervised Visual On-Policy Distillation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.14144)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    12 min
  • The data geometry of masking diffusion: Certified-optimal schedules via unmasking growth complexity
    ## Episode Summary
    In this episode, we cover:
    - **The data geometry of masking diffusion: Certified-optimal schedules via unmasking growth complexity** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.13520v1)
    - **An AI4AI Framework for Visual Token Pruning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.07193)
    - **Hybrid-Policy Self-Editing for Composable Unstructured Knowledge Editing** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.11660)
    - **LittleLearner: Language Models Under Pedagogically Controlled Knowledge Exposure** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.13545v1)
    - **SAEVerbalizer: Generating Explanations for Sparse Autoencoder Features via Representation Verbalization** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.13538v1)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min

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