# AI Daily Brief - 2026-03-05 > Collected at: 3/5/2026, 11:01:12 PM > Total items: 89 ## 🔥 Top 10 Highlights 1. Heterogeneous Agent Collaborative Reinforcement Learning https://huggingface.co/papers/2603.02604 2. Proact-VL: A Proactive VideoLLM for Real-Time AI Companions https://huggingface.co/papers/2603.03447 3. Words & Weights: Streamlining Multi-Turn Interactions via Co-Adaptation https://huggingface.co/papers/2603.01375 4. LFPO: Likelihood-Free Policy Optimization for Masked Diffusion Models https://huggingface.co/papers/2603.01563 5. Humans and LLMs Diverge on Probabilistic Inferences https://huggingface.co/papers/2602.23546 6. login?return_to=%2FTheCraigHewitt%2Fseomachine https://github.com/login?return_to=%2FTheCraigHewitt%2Fseomachine 7. login?return_to=%2FinclusionAI%2FAReaL https://github.com/login?return_to=%2FinclusionAI%2FAReaL 8. login?return_to=%2Fmicrosoft%2Fmcp-for-beginners https://github.com/login?return_to=%2Fmicrosoft%2Fmcp-for-beginners 9. login?return_to=%2Fmicrosoft%2Fhve-core https://github.com/login?return_to=%2Fmicrosoft%2Fhve-core 10. Robustness of Agentic AI Systems via Adversarially-Aligned Jacobian Regularization http://arxiv.org/abs/2603.04378v1 ## 📂 Categories ### AI Coding Tools / Code Agent - Code Fingerprints: Disentangled Attribution of LLM-Generated Code http://arxiv.org/abs/2603.04212v1 ### AI Infrastructure / Inference Optimization - Low-Resource Guidance for Controllable Latent Audio Diffusion http://arxiv.org/abs/2603.04366v1 - Dissecting Quantization Error: A Concentration-Alignment Perspective http://arxiv.org/abs/2603.04359v1 - Activation Outliers in Transformer Quantization: Reproduction, Statistical Analysis, and Deployment Tradeoffs http://arxiv.org/abs/2603.04308v1 - Online Learning for Multi-Layer Hierarchical Inference under Partial and Policy-Dependent Feedback http://arxiv.org/abs/2603.04247v1 - $V_1$: Unifying Generation and Self-Verification for Parallel Reasoners http://arxiv.org/abs/2603.04304v1 - Bielik-Q2-Sharp: A Comparative Study of Extreme 2-bit Quantization Methods for a Polish 11B Language Model http://arxiv.org/abs/2603.04162v1 --- *Generated by AINewsCollector*