Robotics Pulse — Daily Podcast
Research Deep Dive
1. MetaWorld: Scaling Multi-Agent Video World Model from Single-view Video Data
Video world models are a foundational generative technology forembodiedAIand the Metaverse, yet existing approaches are inherently limited to a single agent observing from a single perspective. Extending these models to multi-agent settings introduces two critical challenges: data scarcity (coordinated multi-view recordings are prohibitively expensive to collect for general open-domain scenarios) ...
Read Paper →2. EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts
Reinforcementlearning(RL) has become a representative post-training paradigm for LLMs, enabling strong reasoning and agentic capabilities. However, rollout generation remains a dominant latency bottleneck because autoregressive sampling decodes responses sequentially and a small number of long-tailed generations often determine completion time. Speculative decoding (SD) offers a natural way to add...
Read Paper →Industry News
'We had to get out of the way': The backlash over delivery robots
'We had to get out of the way': The backlash over delivery robots The first time Chicago resident John Roberts saw a delivery robot trundling down the sidewalk on his street he was impressed. "I actually thought they were kind of neat – it felt futuristic," he says. But his attitude started to chang
bbc.com →
Nvidia Halos
Ensure full AV stack safety with NVIDIA Halos OS, the unified safety foundation for physical AI production. Overview NVIDIA Halos is a full-stack, comprehensive safety system that unifies safety elements across vehicle architecture, AI models, chips, software, tools, and services to ensure the safe
nvidia.com →
Extreme Dynamic Symmetry Enables Omnidirectional and Multifunctional Robots
generalroboticslab.com →'/%3E%3Ctext x='200' y='125' text-anchor='middle' font-size='64'%3E📰%3C/text%3E%3C/svg%3E)
The text in Claude Code’s “Extended Thinking” output
Claude Code records each session to disk. Those logs include “thinking blocks” — the model’s own reasoning as it works. I went to inspect that reasoning this weekend and found a signature (600 characters long) and no text. So I read the docs: https://platform.claude.com/docs/en/build-with-claude/ext
patrickmccanna.net →
Flock-Powered Police Chiefs Stalking Women Shows Why Warrants Are Needed
Flock-Powered Police Chiefs Stalking Women Shows Why Warrants Are Needed While Flock claims its system tracks vehicles, not people, the documented record of police chiefs stalking ex-partners through Flock shows otherwise. When the most experienced, highest-ranking officers in law enforcement, the p
ipvm.com →
Nearly Half of LG Smart TV Apps Contain Residential Proxy SDKs
Nearly Half of LG Smart TV Apps Are Laced with Proxies Everyone worries about the apps on their phone. Almost no one looks at the ones on their TV. We scanned 6,038 of them across LG and Samsung; 2,058 were selling your IP address. On screen, it's a relaxing fish tank. Or a clock. Or solitaire. Or p
spur.us →
Project Fetch: Phase Two
Subscribe to the Frontier Red Team newsletter Get updates on our latest red-teaming research and findings. Michael Ilie, C. Daniel Freeman, and Kevin K. Troy In August 2025, we ran an experiment to see how much Claude could help Anthropic employees—who were not robotics experts—perform sophisticated
anthropic.com →Unsloth GLM-5.2 – How to Run Locally
For the complete documentation index, see llms.txt. This page is also available as Markdown. GLM-5.2 - How to Run Locally Run the new GLM-5.2 model by Z.ai on local hardware! GLM-5.2 is Z.ai’s new open model, delivering SOTA performance across long-horizon coding, reasoning, and agentic tasks. With
unsloth.ai →