Episodes

  • When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models

    When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models
    Jun 28 2026
    ## Episode Summary In this episode, we cover: - **When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.27288) - **LISA: Likelihood Score Alignment for Visual-condition Controllable Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.27192) - **Neglected Free Lunch from Post-training: Progress Advantage for LLM Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.26080) - **How Post-Training Shapes Biological Reasoning Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16517) - **Ask, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency Rewards** (arXiv) - [Read more](http://arxiv.org/abs/2606.27376v1) --- *Sponsored by LimitLess AI*
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    Less than 1 minute
  • Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models

    Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models
    Jun 27 2026
    ## Episode Summary In this episode, we cover: - **Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models** (arXiv) - [Read more](http://arxiv.org/abs/2606.27373v1) - **CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16613) - **PhysiFormer: Learning to Simulate Mechanics in World Space** (arXiv) - [Read more](http://arxiv.org/abs/2606.27364v1) - **RayPE: Ray-Space Positional Encoding for 3D-Aware Video Generation** (arXiv) - [Read more](http://arxiv.org/abs/2606.27345v1) - **Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning** (arXiv) - [Read more](http://arxiv.org/abs/2606.27330v1) --- *Sponsored by LimitLess AI*
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    Less than 1 minute
  • GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents

    GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents
    Jun 26 2026
    ## Episode Summary In this episode, we cover: - **GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.24551) - **Information-Aware KV Cache Compression for Long Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.26875) - **The Verification Horizon: No Silver Bullet for Coding Agent Rewards** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.26300) - **JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.18394) - **Running the Gauntlet: Re-evaluating the Capabilities of Agents Beyond Familiar Environments** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.14397) --- *Sponsored by LimitLess AI*
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    Less than 1 minute
  • Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints

    Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints
    Jun 25 2026
    ## Episode Summary In this episode, we cover: - **Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.25605) - **Do Thinking Tokens Help with Safety?** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.25013) - **ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.23104) - **ShutterMuse: Capture-Time Photography Guidance with MLLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.25763) - **Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models** (arXiv) - [Read more](http://arxiv.org/abs/2606.26079v1) --- *Sponsored by LimitLess AI*
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    Not Yet Known
  • Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

    Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning
    Jun 25 2026
    ## Episode Summary In this episode, we cover: - **Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.24428) - **Accuracy and Satisfaction in Multi-Turn LLM Dialogues for NFR Assessment** (arXiv) - [Read more](http://arxiv.org/abs/2606.24834v1) - **AGORA: An Archive-Grounded Benchmark for Agentic Workplace Document Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.24526) - **LingxiDiagBench: A Multi-Agent Framework for Benchmarking LLMs in Chinese Psychiatric Consultation and Diagnosis** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2602.09379) - **DiffusionBench: On Holistic Evaluation of Diffusion Transformers** (arXiv) - [Read more](http://arxiv.org/abs/2606.24888v1) --- *Sponsored by LimitLess AI*
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    Less than 1 minute
  • Can LLMs Reliably Self-Report Adversarial Prefills, and How?

    Can LLMs Reliably Self-Report Adversarial Prefills, and How?
    Jun 23 2026
    ## Episode Summary In this episode, we cover: - **Can LLMs Reliably Self-Report Adversarial Prefills, and How?** (arXiv) - [Read more](http://arxiv.org/abs/2606.23671v1) - **TROPT: An Open Framework for Unifying and Advancing Discrete Text Optimization** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.23496) - **Teaching LLMs String Matching, Backtracking, and Error Recovery to Deduce Bases and Truth Tables for the Combinatorially Exploding Bit Manipulation Puzzles** (arXiv) - [Read more](http://arxiv.org/abs/2606.23672v1) - **EnterpriseClawBench: Benchmarking Agents from Real Workplace Sessions** (arXiv) - [Read more](http://arxiv.org/abs/2606.23654v1) - **When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.22936) --- *Sponsored by LimitLess AI*
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    Less than 1 minute
  • CalTennis: Large Multi-View Tennis Video Dataset and Benchmark of Monocular-to-3D Pose Estimation

    CalTennis: Large Multi-View Tennis Video Dataset and Benchmark of Monocular-to-3D Pose Estimation
    Jun 22 2026
    ## Episode Summary In this episode, we cover: - **CalTennis: Large Multi-View Tennis Video Dataset and Benchmark of Monocular-to-3D Pose Estimation** (arXiv) - [Read more](http://arxiv.org/abs/2606.20542v1) - **SproutRAG: Attention-Guided Tree Search with Progressive Embeddings for Long-Document RAG** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.18381) - **StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.20527) - **GateMem: Benchmarking Memory Governance in Multi-Principal Shared-Memory Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.18829) - **Multi-Turn Reflective Masking Elicits Reasoning in Mask Diffusion Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16700) --- *Sponsored by LimitLess AI*
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    Less than 1 minute
  • Current World Models Lack a Persistent State Core

    Current World Models Lack a Persistent State Core
    Jun 21 2026
    ## Episode Summary In this episode, we cover: - **Current World Models Lack a Persistent State Core** (arXiv) - [Read more](http://arxiv.org/abs/2606.20545v1) - **Freeing the Law with LOCUS: A Local Ordinance Corpus for the United States** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.19334) - **No Resource, No Benchmarks, No Problem? Evaluating and Improving LLMs for Code Generation in No-Resource Languages** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16827) - **TimeProVe: Propose, then Verify for Efficient Long Video Temporal Reasoning in Activities of Daily Living** (arXiv) - [Read more](http://arxiv.org/abs/2606.20561v1) - **LedgerAgent: Structured State for Policy-Adherent Tool-Calling Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.20529) --- *Sponsored by LimitLess AI*
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    Less than 1 minute