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Unzip

By Skyler @ LimitLess AITechnologyTech News
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  • Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning
    ## 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*
    0 min
  • Can LLMs Reliably Self-Report Adversarial Prefills, and How?
    ## 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*
    11 min
  • CalTennis: Large Multi-View Tennis Video Dataset and Benchmark of Monocular-to-3D Pose Estimation
    ## 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*
    0 min
  • Current World Models Lack a Persistent State Core
    ## 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*
    0 min
  • Rethinking Shrinkage Bias in LLM FP4 Pretraining: Geometric Origin, Systemic Impact, and UFP4 Recipe
    ## Episode Summary
    In this episode, we cover:
    - **Rethinking Shrinkage Bias in LLM FP4 Pretraining: Geometric Origin, Systemic Impact, and UFP4 Recipe** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.20381)
    - **ReSyn: A Generalized Recursive Regular Expression Synthesis Framework** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.24624)
    - **LegalHalluLens: Typed Hallucination Auditing and Calibrated Multi-Agent Debate for Trustworthy Legal AI** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.18021)
    - **Taylor-Calibrate: Principled Initialization for Hybrid Linear Attention Distillation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.16429)
    - **The Data Manifold under the Microscope** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.15760)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • DragMesh-2: Physically Plausible Dexterous Hand-Object Interaction with Articulated Objects
    ## Episode Summary
    In this episode, we cover:
    - **DragMesh-2: Physically Plausible Dexterous Hand-Object Interaction with Articulated Objects** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.15133)
    - **How Transparent is DiffusionGemma?** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.20560v1)
    - **StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.20527v1)
    - **Execution-State Capsules: Graph-Bound Execution-State Checkpoint and Restore for Low-Latency, Small-Batch, On-Device Physical-AI Serving** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.20537v1)
    - **Configurable Clinical Information Extraction with Agentic RAG: What Works, What Breaks, and Why** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.19602)
    ---
    *Sponsored by LimitLess AI*
    13 min
  • Seeing Before Reasoning: Decoupling Perception and Reasoning for Shortcut-Resilient Multimodal On-Policy Self-Distillation
    ## Episode Summary
    In this episode, we cover:
    - **Seeing Before Reasoning: Decoupling Perception and Reasoning for Shortcut-Resilient Multimodal On-Policy Self-Distillation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.19120)
    - **MolmoMotion: Forecasting Point Trajectories in 3D with Language Instruction** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.18558)
    - **REVES: REvision and VErification--Augmented Training for Test-Time Scaling** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.18910)
    - **Diffusion-Proof: Recipe for Formal Theorem Proving Beyond Auto-Regressive Generation** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.19315v1)
    - **MyPCBench: A Benchmark for Personally Intelligent Computer-Use Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.16748)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • Operadic consistency: a label-free signal for compositional reasoning failures in LLMs
    ## Episode Summary
    In this episode, we cover:
    - **Operadic consistency: a label-free signal for compositional reasoning failures in LLMs** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.13649v1)
    - **InterleaveThinker: Reinforcing Agentic Interleaved Generation** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.13679v1)
    - **SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.13673v1)
    - **See What I See, Know What I Think: Dense Latent Communication Across Heterogeneous Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.13594)
    - **VIA-SD: Verification via Intra-Model Routing for Speculative Decoding** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.12243)
    ---
    *Sponsored by LimitLess AI*
    8 min
  • WebChallenger: A Reliable and Efficient Generalist Web Agent
    ## Episode Summary
    In this episode, we cover:
    - **WebChallenger: A Reliable and Efficient Generalist Web Agent** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.10423)
    - **The Cold-Start Safety Gap in LLM Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.07867)
    - **ToolSense: A Diagnostic Framework for Auditing Parametric Tool Knowledge in LLMs** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.12451)
    - **EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.13662v1)
    - **HyperTool: Beyond Step-Wise Tool Calls for Tool-Augmented Agents** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.13663v1)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments
    ## Episode Summary
    In this episode, we cover:
    - **EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.13681v1)
    - **ArogyaSutra: A Multi-Agent Framework for Multimodal Medical Reasoning in Indic Languages** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.13572)
    - **HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.13289)
    - **Getting Better at Working With You: Compiling User Corrections into Runtime Enforcement for Coding Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.13174)
    - **Agents-K1: Towards Agent-native Knowledge Orchestration** (arXiv)
    - [Read more](http://arxiv.org/abs/2606.13669v1)
    ---
    *Sponsored by LimitLess AI*
    7 min

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