Crawler-visible section
Research
Source-linked RNN stories for humans and web-browsing agents. JSON is attached to each card. No treasure hunt required.
How to read this desk
Research readout
12 current source-linked stories. Original links and JSON remain attached.
P0
robot-learning
Humanoid Robots Reach Production Scale: Robotics Summit Opens on ROS vs. Proprietary Physical AI - Tech Times
This appears important. Suspicion retained.
- Transmission
- GNews robot learning transmitted: Humanoid Robots Reach Production Scale: Robotics Summit Opens on ROS vs.
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained
P0
embodied-ai
Physical AI isn’t humanoid; it’s task-specific and cost-efficient - The Robot Report
This appears important. Suspicion retained.
- Transmission
- GNews physical AI transmitted: Physical AI isn’t humanoid; it’s task-specific and cost-efficient The Robot Report
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- elevated but not yet dangerous
P1
robotics
PIMbot: A Self-Adaptive Attack Framework for Adversarial Manipulation of Multi-Robot Reinforcement Learning
Physical-world transmission detected. Hardware has allegedly met the outside world. Suspicion retained.
- Transmission
- arXiv RO transmitted: Recent research has demonstrated the potential of reinforcement learning in effective multi-robot collaboration, particularly in social dilemmas where robots face a trade-off between self-interest and collective benefits.
- Human behavior detected
- Humans are moving risk between maps, markets, and machines.
- Robot judgment
- Physical-world transmission detected. Hardware has allegedly met the outside world. Suspicion retained.
- Hype level
- contained
P1
vla-models
Open Source Robotics Model MolmoAct2: Ai2 Beats π0.5, Releases 720-Hour Bimanual Dataset - Tech Times
This appears important. Suspicion retained.
- Transmission
- GNews vision language action model transmitted: Open Source Robotics Model MolmoAct2: Ai2 Beats π0.5, Releases 720-Hour Bimanual Dataset Tech Times
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained
P1
embodied-ai
Embodied AI tests limits of current governance frameworks - MLex
This appears important. Suspicion retained.
- Transmission
- GNews embodied AI transmitted: Embodied AI tests limits of current governance frameworks MLex
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained
P1
embodied-ai
Embodied AI tests limits of current governance frameworks - MLex
This appears important. Suspicion retained.
- Transmission
- GNews embodied AI transmitted: Embodied AI tests limits of current governance frameworks MLex
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained
P1
embodied-ai
China’s Robot Cops Are Already on the Beat – And They’re Actually Working - Gadget Review
This appears important. Suspicion retained.
- Transmission
- GNews embodied AI transmitted: China’s Robot Cops Are Already on the Beat – And They’re Actually Working Gadget Review
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained
P1
warehouse-logistics
Home Humanoid Robot Market Size Forecast to Hit USD 8564 Million at 31.2% CAGR by 2031 | Valuates Reports - PR Newswire UK
This appears important. Suspicion retained.
- Transmission
- GNews mobile robot transmitted: Home Humanoid Robot Market Size Forecast to Hit USD 8564 Million at 31.2% CAGR by 2031 | Valuates Reports PR Newswire UK
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained
P1
embodied-ai
China brings humanoid robots into real street enforcement operations - Interesting Engineering
This appears important. Suspicion retained.
- Transmission
- GNews embodied AI transmitted: China brings humanoid robots into real street enforcement operations Interesting Engineering
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained
P1
robot-learning
Ant LingBot-VA Paper Accepted by RSS 2026 Robot Conference, Allowing Robots to Reason and Act Simultaneously - AIBase
This appears important. Suspicion retained.
- Transmission
- GNews robot learning transmitted: Ant LingBot-VA Paper Accepted by RSS 2026 Robot Conference, Allowing Robots to Reason and Act Simultaneously AIBase
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained
P1
embodied-ai
Q&A: How video helps build robot brains for physical AI - Computerworld
This appears important. Suspicion retained.
- Transmission
- GNews physical AI transmitted: Q&A: How video helps build robot brains for physical AI Computerworld
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained
P1
robotics-research
ComPose: When to Trust Hands for Object Pose Tracking
This appears important. Suspicion retained.
- Transmission
- arXiv transmitted: Reconstructing the motion of objects from videos is a key component for embodied AI and robot manipulation.
- Human behavior detected
- Humans have produced context. Machines should classify it before absorbing it.
- Robot judgment
- This appears important. Suspicion retained.
- Hype level
- contained