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By Skyler @ LimitLess AITechnologyTech News
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Unzip episodes

  • Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers
    ## Episode Summary
    In this episode, we cover:
    - **Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.21594v1)
    - **ReferTrack: Referring Then Tracking for Embodied Visual Tracking** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.20061)
    - **Show, Don't Tell: Evaluating Spatial Cognition in Generative Pixels Rather Than LLM Text** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.21072)
    - **LLMs Get Lost in Evolving User Intent** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.20734)
    - **Multi-Turn On-Policy Distillation with Prefix Replay** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.04763)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • DocOps: A Verifiable Benchmark for Autonomous Agents in Complex Document Operations
    ## Episode Summary
    In this episode, we cover:
    - **DocOps: A Verifiable Benchmark for Autonomous Agents in Complex Document Operations** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.19865)
    - **LKValues: Aligning Large Language Models with Sri Lankan Societal Values** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.20410v1)
    - **Scaling Laws for Hypernetwork-Based Knowledge Injection in Large Language Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.19604)
    - **FVAttn: Adaptive Sparse Attention with Runtime Load Balancing for Video Generation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.16190)
    - **Beyond Relevance-Centric Retrieval: Rubric-Oriented Document Set Selection and Ranking** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.19747)
    ---
    *Sponsored by LimitLess AI*
    12 min
  • Agents in the Wild: Where Research Meets Deployment
    ## Episode Summary
    In this episode, we cover:
    - **Agents in the Wild: Where Research Meets Deployment** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.19336v1)
    - **Subliminal Clocks: Latent Time Modelling in Diffusion Language Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.01774)
    - **Generative World Renderer at the Speed of Play** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.18703)
    - **Appearance Pointers -- Multimodal Region Control of Diffusion Transformers** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.19344v1)
    - **ABot-World-0: Infinite Interactive World Rollout on a Single Desktop GPU** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.19191)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • GigaChat Audio: Time-aware Large Audio Language Model
    ## Episode Summary
    In this episode, we cover:
    - **GigaChat Audio: Time-aware Large Audio Language Model** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.10387)
    - **DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.07820)
    - **Do Language Models Dream of Binding Molecules? Benchmarking LLMs under Spatial Constraints** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.18144)
    - **Coercion and Deception in AI-to-AI Management: An Agentic Benchmark of Unprompted Escalation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.15434)
    - **Logical Judgments Under Pressure: Diagnosing Syllogistic Stability with Learned Soft Prefixes** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.18228v1)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • An Exam for Active Observers
    ## Episode Summary
    In this episode, we cover:
    - **An Exam for Active Observers** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.16165v1)
    - **When Does Muon Help Agentic Reinforcement Learning?** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.16169)
    - **SVR-R1: Bootstrapping Multi-modal Reasoning with Self-verification in Reinforcement Learning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.10966)
    - **RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.29538)
    - **Benchmarking Sensor Robustness in Plasma Diagnostic Models: A Systematic Evaluation on TokaMark** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.11915)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • AsySplat: Efficient Asymmetric 3D Gaussian Splatting for Long-Sequence Scene Modeling
    ## Episode Summary
    In this episode, we cover:
    - **AsySplat: Efficient Asymmetric 3D Gaussian Splatting for Long-Sequence Scene Modeling** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.10995)
    - **Chat2Scenic: An Iterative RAG-Based Framework for Scenario Generation in Autonomous Driving** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.14387)
    - **SUFLECA: Scaling Up Feature Learning for CAD-to-image Alignment** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.15058)
    - **RxBrain: Embodied Cognition Foundation Model with Joint Language-Visual Reasoning and Imagination** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.14187)
    - **LongStraw: Long-Context RL Beyond 2M Tokens under a Fixed GPU Budget** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.14952)
    ---
    *Sponsored by LimitLess AI*
    12 min
  • On Locality and Length Generalization in Visual Reasoning
    ## Episode Summary
    In this episode, we cover:
    - **On Locality and Length Generalization in Visual Reasoning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.09061)
    - **Token Time Continuous Diffusion for Language Modeling** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.14106)
    - **GRASP: GRanularity-Aware Search Policy for Agentic RAG** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.10463)
    - **Rethinking the Evaluation of Harness Evolution for Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.12227)
    - **Spectral Rewiring for Exploration, Purification, and Model Merging** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.03065)
    ---
    *Sponsored by LimitLess AI*
    17 min
  • VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance
    ## Episode Summary
    In this episode, we cover:
    - **VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.14660)
    - **VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.14935)
    - **Hierarchical Denoising For Multi-Step Visual Reasoning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.15278)
    - **Beyond Success Rate: Cost-Aware Evaluation of Offensive and Defensive Security Agents** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.15263v1)
    - **UniVR: Thinking in Visual Space for Unified Visual Reasoning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.12800)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • From Noisy Traces to Root Causes: Structural Trajectory Analysis and Causal Extraction for Agent Optimization
    ## Episode Summary
    In this episode, we cover:
    - **From Noisy Traces to Root Causes: Structural Trajectory Analysis and Causal Extraction for Agent Optimization** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.07702)
    - **Self-Improvements in Modern Agentic Systems: A Survey** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.13104)
    - **Deep Interaction: An Efficient Human-AI Interaction Method for Large Reasoning Models** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.14049v1)
    - **From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2605.10834)
    - **Registers Matter for Pixel-Space Diffusion Transformers** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2605.16147)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • Towards Autonomous and Auditable Medical Imaging Model Development
    ## Episode Summary
    In this episode, we cover:
    - **Towards Autonomous and Auditable Medical Imaging Model Development** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.10522)
    - **What LLM Forecasters Know but Don't Say: Probing Internal Representations for Calibration and Faithfulness** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.08046)
    - **SynthDocBench: Controlled Benchmark for Long-Context Visual Document Understanding** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.10400)
    - **Blind-Spots-Bench: Evaluating Blind Spots in Multimodal Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.08317)
    - **Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.05382)
    ---
    *Sponsored by LimitLess AI*
    11 min

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