Direct robot learned to move around in only 15 minutes. The robot used that mobility data to complete a task that requires both mobility and manipulation.
Key points
Taught robot to move around in 15 minutes
Mobility data enabled task requiring mobility and manipulation
Sources
ParallACT benchmark shows 16% success for Opus 4.8 on multi-agent tasks
ParallACT is a benchmark of multi-principal multi-agent tasks requiring coordination. Frontier models struggle, achieving only 16% success for Opus 4.8 even when they can talk.
Key points
Benchmark: ParallACT evaluates coordination in large-repo, multi-agent scenarios.
Result: Opus 4.8 reaches 16% success on the benchmark.
Sources
PanoTac dense three-axis tactile sensor demo tube insertion and stopper wiggle
PanoTac is a dense three-axis tactile sensor used in a demo where a robot reorients and inserts a tube, then wiggles the stopper free. The right-hand view shows tactile signals that let the robot detect when the stopper releases and when to change from wiggling to lifting.
Key points
Demo: robot reorients and inserts a tube, then wiggles the stopper free while the tube sits loosely in the rack.
Right side shows tactile signals that help detect stopper release and when to switch from wiggling to lifting.
Sources
3D population pyramid by Marc Thévenin – age distribution
3D population pyramid by Marc Thévenin of @InedFr visualizes age distribution for a given year and cohort survival across years. It also displays the number of young people across years.
Key points
Age distribution in a given year visualized in 3D.
Cohort survival and young-people count shown across years.
Sources
- Original post
- observablehq.com - Linked in the post
OpenDubs robot autonomous 6-hour Halloween candy shift at UW CSE
OpenDubs robot worked a 6 hour shift autonomously handing out candy to trick-or-treaters for Halloween at UW CSE. The project used a full-stack approach.
Key points
Robot: OpenDubs
Shift length: 6 hours autonomous operation
Sources
Serene limited-edition version launch featured in Lennysan gift guide
Serene, a quieter, limited-edition version, was highlighted in Lennysan’s sixth annual gift guide. The guide lists over 100 gift ideas that the author uses and recommends.
Key points
Featured in Lennysan’s sixth annual gift guide.
Launched Serene, a quieter, limited-edition version.
Sources
DVA robot learns mobility and manipulation in 15 minutes
DVA robot learns mobility and manipulation in 15 minutes. The system uses a single DVA with joint prediction of arm movement and robot maneuvering, without a separate mobility or navigation stack.
Key points
No separate mobility or navigation stack; uses joint prediction of arms and robot movement.
Mobility data required: only 15 minutes.
Sources
RoboColosseum announced, models to be tested on robots in 48 hours
RoboColosseum is announced as a new project that will put AI models on real robots. A fleet of robots is assembled and the tests will go live in 48 hours.
Key points
Project name: RoboColosseum
Test start time: coming online in 48 hours
