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Unzip

By Skyler @ LimitLess AITechnologyTech News
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Unzip episodes

  • Beyond Retrieval: Progressive Latent Memory Evolution for Streaming Video Understanding
    ## Episode Summary
    In this episode, we cover:
    - **Beyond Retrieval: Progressive Latent Memory Evolution for Streaming Video Understanding** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.04131)
    - **VeriPhy: Agentic Physical Reasoning for World Model Evaluation and Refinement** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.03153)
    - **Puffin-World: Scaling a Unified Multimodal Model with Native 3D World States** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.04196)
    - **Legibility is Not Interpretability: Comparing Judged and Actual Importance in Chain-Of-Thought Reasoning** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.04194v1)
    - **Knowing When Not to Reuse: Conditional Experience Transfer in Autonomous LLM Post-Training** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.26730)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    13 min
  • Debias-SparseGPT: Bias-Aware Pruning for Large Language Models
    ## Episode Summary
    In this episode, we cover:
    - **Debias-SparseGPT: Bias-Aware Pruning for Large Language Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.02496)
    - **SnapBench: Benchmarking Snap-and-Ask Multimodal Retrieval for Mobile Interactions** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.29607)
    - **NeoMME: A Single-Tower Multimodal-Native Multilingual Foundation Encoder for Efficient Fine-Tuning and Inference** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.01657)
    - **Thinking in Pictures: A Systematic Benchmark for Reasoning-driven Image Generation** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.02864v1)
    - **WHALE: A Simple Recipe for Joint Harness-Weight Optimization** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.00196)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    14 min
  • DiagEvo: Diagnosis-Guided Self-Evolution via Hierarchical Error Memory
    ## Episode Summary
    In this episode, we cover:
    - **DiagEvo: Diagnosis-Guided Self-Evolution via Hierarchical Error Memory** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.00768)
    - **AgentJudgeBench: A Multi-Difficulty Benchmark for Evaluating LLM Judges on Agentic Tool-Calling** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.26623)
    - **SMELT: Scaling Laws for Compute-Matched MoE Looped Transformers** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.01343)
    - **Token-Efficient Data Reasoning Agents via Adaptive Structuring of Unstructured Data** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.31082)
    - **From Production Traffic to Post-Training: Building a Self-Hosted LLM That Covers the Corporate Request Mix** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.01572)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    12 min
  • LightNav-0: Eliciting VLM Spatial Intelligence for Generalist Embodied Navigation
    ## Episode Summary
    In this episode, we cover:
    - **LightNav-0: Eliciting VLM Spatial Intelligence for Generalist Embodied Navigation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.30935)
    - **Super Library Agent: Joint Generation and Maintenance of Multiple Applications Beyond the Single Codebase** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.29310)
    - **DIASENTINEL: An Auditable Multi-Agent System for Guideline-Grounded Diabetes Risk Screening** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.31128v1)
    - **Chain-of-Thought Faithfulness of Reasoning Models Varies with Where and How Preference Cues Are Delivered** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.29464)
    - **Evaluating the Hidden Costs of Personalization in Large Language Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.28833)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    15 min
  • LoopArena: Benchmarking Models as Runtime Controllers for Loop Engineering
    ## Episode Summary
    In this episode, we cover:
    - **LoopArena: Benchmarking Models as Runtime Controllers for Loop Engineering** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.28281)
    - **Ring Forcing: Towards Precise Long-Term Memory for Autoregressive Video Diffusion** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.26794)
    - **Agentic Artifact Creation: Systems, Evaluation, Principles, and Opportunities** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.28122)
    - **Act with Intent: Distilling Behavior Intent for Vision-Language-Action Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.23478)
    - **Acquire, Repair, Preserve: A Diagnosis-Guided Post-Training Recipe for Small-Model Dialogue Game Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.28458)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    17 min
  • RedEvoAgent: Automatic Red-Teaming Agent with Experience-Driven Skill Evolution
    ## Episode Summary
    In this episode, we cover:
    - **RedEvoAgent: Automatic Red-Teaming Agent with Experience-Driven Skill Evolution** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.27439v1)
    - **CaRGo-T: Causal Reasoning Graph-of-Thought improves Multimodal Humor Comprehension** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.23172)
    - **Making Clinical Language Models Auditable: Concept-Guided Fine-Tuning for Robust Prediction** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.27397v1)
    - **Agentic Game Development as a Verifiable Trajectory Data Engine for Scaling World Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.25518)
    - **Boosting LLM Exploration via Weak-Model Guidance in RLVR** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.27420v1)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • Procedura: Agentic 3D Modeling with Procedural Control
    ## Episode Summary
    In this episode, we cover:
    - **Procedura: Agentic 3D Modeling with Procedural Control** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.26238)
    - **Training Agents to Evolve with Their Harness: TaoLive Digital Avatar Agent Technical Report** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.15763)
    - **Persona-Execution Separation: An Architecture Pattern for Evolving LLM Agents under Execution Audit** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.27427v1)
    - **Aphanta: Diagnosing Task-Aligned Image-Edited Intermediates for Multimodal Reasoning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.26993)
    - **From Static to Dynamic: Benchmarking Real-World Code Review with MCR-Bench** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.27442v1)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • CaSKG: Counterfactual-Causal Skill Graphs for Scalable Agent Skill Retrieval
    ## Episode Summary
    In this episode, we cover:
    - **CaSKG: Counterfactual-Causal Skill Graphs for Scalable Agent Skill Retrieval** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.25500)
    - **Thinking on Shots: Consistent Multi-Shot Video Editing with Agentic Reasoning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.26809)
    - **TTPO: Test-Time Policy Optimization** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.27448)
    - **UrbanGround: From Local Perception to Spatial Agency in a Real-Scale City** (arXiv)
    - [Read more](http://arxiv.org/abs/2608.27456v1)
    - **GameWAM: A World Action Model for Video Games** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.26200)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    11 min
  • GUI-Primitives: Diagnosing Spatial Reasoning Failures in Vision-Language GUI Grounding
    ## Episode Summary
    In this episode, we cover:
    - **GUI-Primitives: Diagnosing Spatial Reasoning Failures in Vision-Language GUI Grounding** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.21832)
    - **The Handoff Tax: Continuing Non-Native Trajectories in LLM Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.24358)
    - **SWE Refactor Bench: Can Coding Agents Complete a Long-Horizon, Whole-Repository Stack Migration?** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.23564)
    - **Is Next-Chunk Reasoning RL Really Better than SFT? Revisiting Training Strategies under no-CoT Data** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.23256)
    - **Skill Issue: Are Skills Language-Invariant in LLMs?** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.25832)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    13 min
  • When "Must" Becomes "Maybe": Constraint Weakening in LLM Agent Workflows
    ## Episode Summary
    In this episode, we cover:
    - **When "Must" Becomes "Maybe": Constraint Weakening in LLM Agent Workflows** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.24569)
    - **WeMM-Embedding: WeChat Multi-Modal Embedding Technical Report** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.24053)
    - **Automata from Agent Traces: Failure and Next-Step Prediction** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.23670)
    - **SecOPD: Mitigating Adaptive Prompt Injections by On-Policy Distillation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.21500)
    - **GigaBrain-0.7: Scaling Embodied Foundation Models to Emergent Capabilities with a Three-System Architecture** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.15875)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    12 min

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