Skyler @ LimitLess AI
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Your guide to the latest AI and machine learning research. We unpack complex papers into actionable insights for practitioners and enthusiasts alike.
Author
Skyler @ LimitLess AI
Category
Podcast website
Latest episode
Jul 10, 2026
Where to listen?
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Episodes
EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments 12.06.2026
## 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 Multimoda...
TAHOE: Text-to-SQL with Automated Hint Optimization from Experience 11.06.2026
## Episode Summary In this episode, we cover: - **TAHOE: Text-to-SQL with Automated Hint Optimization from Experience** (arXiv) - [Read more](http://arxiv.org/abs/2606.12387v1) - **τ-Rec: A Verifiable Benchmark for Agentic Recommender Systems** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.10156) - **Verifiable Environments Are LEGO Bricks: Recursive Composition for Reasoni...
Kwai Keye-VL-2.0 Technical Report 10.06.2026
## Episode Summary In this episode, we cover: - **Kwai Keye-VL-2.0 Technical Report** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.10651) - **ABC-Bench: An Agentic Bio-Capabilities Benchmark for Biosecurity** (arXiv) - [Read more](http://arxiv.org/abs/2606.11150v1) - **EEVEE: Towards Test-time Prompt Learning in the Real World for Self-Improving Agents** (arXiv) - [Read mo...
EmpiriGraph-Psy: A Dataset and LLM Pipeline for Extracting Empirical Relation Graphs from Psychology Abstracts 09.06.2026
## Episode Summary In this episode, we cover: - **EmpiriGraph-Psy: A Dataset and LLM Pipeline for Extracting Empirical Relation Graphs from Psychology Abstracts** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.08362) - **DEI: Diversity in Evolutionary Inference for Quality-Diversity Search** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.27130) - **SDR...
Almieyar-Oryx-BloomBench: A Bilingual Multimodal Benchmark for Cognitively Informed Evaluation of Vision-Language Models 08.06.2026
## Episode Summary In this episode, we cover: - **Almieyar-Oryx-BloomBench: A Bilingual Multimodal Benchmark for Cognitively Informed Evaluation of Vision-Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.05531) - **Towards Human-Like Interactive Speech Recognition With Agentic Correction and Semantic Evaluation** (Hugging Face Daily) - [Read more](https://hug...
Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection 07.06.2026
## Episode Summary In this episode, we cover: - **Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection** (arXiv) - [Read more](http://arxiv.org/abs/2606.06481v1) - **Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators** (arXiv) - [Read more](http://arxiv.org/abs/2606.06476v1) - **Code2LoRA: Hypernetwork-Generat...
MAOAM: Unified Object and Material Selection with Vision-Language Models 06.06.2026
## Episode Summary In this episode, we cover: - **MAOAM: Unified Object and Material Selection with Vision-Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.04880) - **The Road Ahead in Autonomous Driving: The KITScenes Multimodal Dataset** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.02956) - **AffordanceVLA: A Vision-Language-Action...
AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated LLM Agents 05.06.2026
## Episode Summary In this episode, we cover: - **AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated LLM Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.05557) - **LLM Anonymization Against Agentic Re-Identification** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.30848) - **Benchmark Everything Everywhere All at Once** (Hugg...
Probing Outcome-Level Resemblance and Mechanism-Level Alignment in LLM Risk Decisions: Evidence from the St. Petersburg Game 04.06.2026
## Episode Summary In this episode, we cover: - **Probing Outcome-Level Resemblance and Mechanism-Level Alignment in LLM Risk Decisions: Evidence from the St. Petersburg Game** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.04978) - **Large Language Models Hack Rewards, and Society** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.04075) - **SuperMemory...
MeshWeaver: Sparse-Voxel-Guided Surface Weaving for Autoregressive Mesh Generation 03.06.2026
## Episode Summary In this episode, we cover: - **MeshWeaver: Sparse-Voxel-Guided Surface Weaving for Autoregressive Mesh Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.04688) - **Streaming Communication in Multi-Agent Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.05158) - **Eliciting Complex Spatial Reasoning in MLLMs through...
The Chain Holds, the Answer Folds: Trace-Answer Dissociation in Reasoning Models Under Adversarial Pressure 02.06.2026
## Episode Summary In this episode, we cover: - **The Chain Holds, the Answer Folds: Trace-Answer Dissociation in Reasoning Models Under Adversarial Pressure** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.29087) - **TVIR: Building Deep Research Agents Towards Text--Visual Interleaved Report Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606....
Mellum2 Technical Report 01.06.2026
## Episode Summary In this episode, we cover: - **Mellum2 Technical Report** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.31268) - **Harness Updating Is Not Harness Benefit: Disentangling Evolution Capabilities in Self-Evolving LLM Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.30621) - **Recognizing Co-Speech Gestures in-the-Wild** (arXiv)...
PRISM: A Multi-Dimensional Benchmark for Evaluating LLM Peer Reviewers 31.05.2026
## Episode Summary In this episode, we cover: - **PRISM: A Multi-Dimensional Benchmark for Evaluating LLM Peer Reviewers** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.26730) - **DynaFLIP: Rethinking Robotics Perception via Tri-Modal-Dynamics Guided Representation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.30350) - **CONF-KV: Confidence-Aware K...
PANDO: Efficient Multimodal AI Agents via Online Skill Distillation 30.05.2026
## Episode Summary In this episode, we cover: - **PANDO: Efficient Multimodal AI Agents via Online Skill Distillation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.24785) - **YoCausal: How Far is Video Generation from World Model? A Causality Perspective** (arXiv) - [Read more](http://arxiv.org/abs/2605.30346v1) - **CoHyDE: Iterative Co-Training of LLM Rewriter & Dense En...
Forecasting Downstream Performance of LLMs With Proxy Metrics 24.05.2026
## Episode Summary In this episode, we cover: - **Forecasting Downstream Performance of LLMs With Proxy Metrics** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.18607) - **DeltaBox: Scaling Stateful AI Agents with Millisecond-Level Sandbox Checkpoint/Rollback** (arXiv) - [Read more](http://arxiv.org/abs/2605.22781v1) - **Lean Refactor: Multi-Objective Controllable Proof Opti...
Live Music Diffusion Models: Efficient Fine-Tuning and Post-Training of Interactive Diffusion Music Generators 23.05.2026
## Episode Summary In this episode, we cover: - **Live Music Diffusion Models: Efficient Fine-Tuning and Post-Training of Interactive Diffusion Music Generators** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.22717) - **DeltaBox: Scaling Stateful AI Agents with Millisecond-Level Sandbox Checkpoint/Rollback** (arXiv) - [Read more](http://arxiv.org/abs/2605.22781v1) - **AutoR...
Efficient Agentic Reasoning Through Self-Regulated Simulative Planning 22.05.2026
## Episode Summary In this episode, we cover: - **Efficient Agentic Reasoning Through Self-Regulated Simulative Planning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.22138) - **AwareVLN: Reasoning with Self-awareness for Vision-Language Navigation** (arXiv) - [Read more](http://arxiv.org/abs/2605.22816v1) - **Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis wit...
Enhancing Train-Free Infinite-Frame Generation for Consistent Long Videos 21.05.2026
## Episode Summary In this episode, we cover: - **Enhancing Train-Free Infinite-Frame Generation for Consistent Long Videos** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.18233) - **Mega-ASR: Towards In-the-wild^2 Speech Recognition via Scaling up Real-world Acoustic Simulation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.19833) - **CutVerse: A C...
Mid-Training with Self-Generated Data Improves Reinforcement Learning in Language Models 20.05.2026
## Episode Summary In this episode, we cover: - **Mid-Training with Self-Generated Data Improves Reinforcement Learning in Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.08472) - **TIDE: Efficient and Lossless MoE Diffusion LLM Inference with I/O-aware Expert Offload** (arXiv) - [Read more](http://arxiv.org/abs/2605.20179v1) - **ClinSeekAgent: Automating Mu...
Auditing Multimodal LLM Raters: Central Tendency Bias in Clinical Ordinal Scoring 19.05.2026
## Episode Summary In this episode, we cover: - **Auditing Multimodal LLM Raters: Central Tendency Bias in Clinical Ordinal Scoring** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.16386) - **Evaluating Cognitive Age Alignment in Interactive AI Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.17894) - **DexHoldem: Playing Texas Hold'em with Dext...
Physics-R1: An Audited Olympiad Corpus and Recipe for Visual Physics Reasoning 18.05.2026
## Episode Summary In this episode, we cover: - **Physics-R1: An Audited Olympiad Corpus and Recipe for Visual Physics Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.14040) - **A Generative AI Framework for Intelligent Utility Billing CO 2 Analytics and Sustainable Resource Optimisation** (arXiv) - [Read more](http://arxiv.org/abs/2605.16250v1) - **Known By Their...
Long Context Pre-Training with Lighthouse Attention 17.05.2026
## Episode Summary In this episode, we cover: - **Long Context Pre-Training with Lighthouse Attention** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.06554) - **Boosting Reinforcement Learning with Verifiable Rewards via Randomly Selected Few-Shot Guidance** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.15012) - **PreScam: A Benchmark for Predicting...
SWE-WebDevBench: Evaluating Coding Agent Application Platforms as Virtual Software Agencies 07.05.2026
## Episode Summary In this episode, we cover: - **SWE-WebDevBench: Evaluating Coding Agent Application Platforms as Virtual Software Agencies** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.04637) - **CreativityBench: Evaluating Agent Creative Reasoning via Affordance-Based Tool Repurposing** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.02910) - **M...
Beyond SFT-to-RL: Pre-alignment via Black-Box On-Policy Distillation for Multimodal RL 06.05.2026
## Episode Summary In this episode, we cover: - **Beyond SFT-to-RL: Pre-alignment via Black-Box On-Policy Distillation for Multimodal RL** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.28123) - **Audio-Visual Intelligence in Large Foundation Models** (arXiv) - [Read more](http://arxiv.org/abs/2605.04045v1) - **X2SAM: Any Segmentation in Images and Videos** (Hugging Face Dai...
HiL-Bench (Human-in-Loop Benchmark): Do Agents Know When to Ask for Help? 05.05.2026
## Episode Summary In this episode, we cover: - **HiL-Bench (Human-in-Loop Benchmark): Do Agents Know When to Ask for Help?** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.09408) - **Counting as a minimal probe of language model reliability** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.02028) - **Linear-Time Global Visual Modeling without Explicit...
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