Ever wish you could just ask an ArduPilot log what happened?
Now you can.
🥯 Bagel now supports ArduPilot flight modes, waypoints, and natural language queries.
Free. Open source. Edge-ready.
👉 github.com/Extelligence...
#ArduPilot #ROS2 #DroneTech #PhysicalAI #Robotics
Honored to be cited in @RRE’s Physical AI Thesis.
Physical AI isn’t just a product problem - it’s a systems problem.
You can’t just look at AI on the robot - every part of the dev process & business matters.
Thanks @vicsingh, Dennis Cherian and Will Porteous
🔗 bit.ly/physical-ai-...
Ok so… I’ve been working on something new.
An AI-first, edge-first toolchain for robotics.
It’s called Bagel.
🍞 Open-source
🧠 Built for Physical AI
🛠️ Free & ready for feedback
→ github.com/Extelligence...
#Robotics #PhysicalAI #EdgeAI #OpenSource #AItools #ROS2 #RobotDev
Biggest mistake at Model-Prime? Not going open-source early
In Physical AI, trust = everything:
✅ Verifiability (inspect the code)
✅ Liability (black-box ≠ acceptable)
✅ Traceability (full-stack debugging)
Physical systems need transparency. Open-source updates soon
Robots generate massive amounts of sensor data—most of which never gets used.
Data reduction isn’t just optimization—it’s survival.
Compress, prioritize, and preprocess at the edge to enable real-time decisions and efficient learning.
#Robotics #EdgeAI #DataEfficiency
If the model is the data, and the toolchain curates the data—then the toolchain is the model.
Curation is creation
#AI #MachineLearning #DataCuration #FoundationModels #Toolchain #Robotics #LLMs #AIInfrastructure #MLOps
Physical AI and biological life both emerge from the same substrate: physics and chemistry.
But nature bends entropy to build intelligence in matter.
We’re still catching up—bit by bit, bot by bot.
#AI #Robotics #PhysicalAI #EmbodiedIntelligence #ArtificialLife
The future of SaaS is AI-native: platforms that turn sovereign corporate data into real-time, context-aware intelligence. Own the data layer, own the outcome. #AI #SaaS #EnterpriseAI
The digital world had its inflection point with transformers + massive-scale pipelines.
Physical AI hasn’t had its moment yet—but it’s coming. Infra is the bottleneck: multisensor data → structured intelligence.
Building in this space? Let’s chat.
#PhysicalAI #RoboticsDev #ML
Waymo x Toyota: Waymo Driver is coming to personally owned vehicles. A major shift from fleet-only to OEM integration—consumer-grade L4 autonomy from Waymo, this is going to be interesting
waymo.com/blog/2025/04...
#Waymo #Toyota #AVtech #AutonomousVehicles #SelfDriving
High AUC alone isn’t enough — generalization, false positives, and interpretability matter too.
But matching radiologist-level performance on complex dynamic MRI data is a massive leap toward AI-augmented healthcare.
#HealthTech #AIforGood #ICLR2025
Quick primer:
AUC (Area Under the ROC Curve) measures a model’s ability to distinguish between classes (e.g., cancer vs. no cancer).
An AUC of 1.0 = perfect classification.
0.5 = random guessing.
93.9% AUC = ~94% correct ranking — elite diagnostic performance.
A new AI model achieved 93.9% AUC in detecting breast cancer on dynamic contrast-enhanced MRI, matching expert radiologist performance.
Major step toward faster, more accurate early detection.
Details here: bit.ly/3WlhMTV
#AI #MedicalImaging #DeepLearning
Being a robotics startup in 2025 means way more than engineers consuming data.
Analytics, compliance, execs, legal, triage teams—they all need access.
Your data platform should serve everyone, not just devs.
Curious what your org needs—DMs open.
#Robotics #AI #DataOps
Some say Llama 4 was rushed in response to DeepSeek,but I wonder if Meta’s push for a massive context window is just them optimizing on a different axis-taking a short-term hit to bet on long-context reasoning.
www.theinformation.com/articles/lla...
#Llama4 #MetaAI #DeepSeek #LLM #AI #GenerativeAI
The future of robotics? Look at semiconductors.
Chip design used to rely on physical prototyping,now it’s almost entirely done in simulation. Robotics is heading the same way: design, test, and iterate in software until the final step of fabrication. #Robotics #AI #Automation
