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Persistent Project Worlds Enable Autonomous Software Evolution, New EvoX Genesis Approach Shows
A new research paper introduces EvoX Genesis, which organizes long-horizon software development around a persistent project rather...
Hugging Face Study Exposes 'Illusion' in Visual Tool-Use by Multimodal LLMs
A new causal audit reveals that visual tool-use in multimodal LLMs often fails to causally influence answers, despite aggregate ac...
Hugging Face Researchers Unveil LDR: A Video World Model That Extrapolates Physics Beyond Training Data
A new paper from Hugging Face introduces Latent Dynamics Reasoning (LDR), a video world model that integrates kinematic dynamics i...
Hugging Face Researchers Unveil Closed-Loop Framework for Video Reflection Removal
A new closed-loop framework combines physics-based video synthesis, diffusion-based dereflection, and a dedicated benchmark, achie...
ToolHazard: New Framework Scales Adversarial Testing for LLM Agents Against Indirect Prompt Injections
Researchers introduce ToolHazard, a scalable framework that automatically synthesizes adversarial environments to expose and mitig...
New Benchmark Puts AI Coding Agents to the Test as Autonomous World-Model Researchers
Hugging Face researchers introduce AutoWorldModel-Bench, a closed-loop benchmark that evaluates frontier coding agents on open-end...
SHAPER: Train-Free Framework Evolves Embodied Agents via Skill-Harness Optimization
Hugging Face researchers introduce SHAPER, a train-free framework that improves embodied agents by evolving reusable skills and a...
SkillZip: New Graph Compression Method Boosts LLM Agent Skill Libraries by 3.46x
Hugging Face researchers introduce SkillZip, a contract-preserving graph compression framework that compresses procedural skills i...
Mechanist: Autonomous AI System Uncovers and Controls the Mechanisms of Intelligence
Hugging Face researchers introduce Mechanist, an agentic system that autonomously discovers and controls the mechanisms underlying...
Self-Geometry: Test-Time Adaptation Boosts 3D Vision Foundation Models Without Ground Truth
A new plug-and-play method, Self-Geometry, enforces explicit multi-view geometric constraints during test-time adaptation, improvi...
StateFlow: A Persistent 3D World State for Controllable Previsualization
StateFlow introduces a persistent 3D world state to enable iterative, controllable previsualization for film and game design, offe...
New Benchmark Reveals LLM Agents Struggle to Keep Stories Consistent Over Long Interactions
Researchers introduce NCP-Bench, a benchmark of 100 narrative environments, to evaluate long-horizon consistency in interactive st...