A developer outlined a performance-engineering approach for Flutter applications connected to smart glasses, NVIDIA Jetson and ROS 2 robotics systems, separating high-frequency telemetry acquisition f…
A developer published a production-oriented Flutter architecture for streaming camera frames from Meta smart glasses and other robotics/AI hardware, using a latest-frame bounded-buffer strategy to avo…
A Dev.to tutorial from v-modal outlines a production Flutter architecture for robotics and AI scenarios that pairs the Meta Wearables Device Access Toolkit with a platform-interface boundary, streamin…
A developer published a tutorial for building an offline-first Kotlin/Android control layer for robotics and Physical AI systems, using Jetpack Compose, ViewModel/Flow, and a repository pattern to sit…
A developer published a tutorial showing how to build a Kotlin/Jetpack Compose diagnostics dashboard for robotics and Physical AI systems, using StateFlow and a ViewModel/Repository architecture to st…
A developer published a tutorial showing how to build a Kotlin/Android operator layer for robotics, XR, and edge-AI systems that pairs vision-language-action models with bounded, lifecycle-aware state…
Rerun released version 0.32 of its open-source SDK, its biggest release since the company open sourced the project three years ago, adding a stabilized file format, lower-level read-and-write APIs, a …
A developer published a guide on optimizing NVIDIA TensorRT models for Physical AI pipelines spanning smart glasses, Flutter/Kotlin apps, NVIDIA Jetson, and ROS 2/Isaac ROS. The writeup recommends end…
Researchers presented PAANI, an on-device perception-to-guidance architecture for river monitoring robots that fuses a project-trained YOLO11n detector with a custom MobileNetV3 Small semantic segment…
A developer who has worked with the Dobot Magician robot arm on ROS 2 outlines a layered pre-flight validation approach that must be completed before sending a robot its first movement command. The me…
VicOne published an analysis warning that Physical AI robots face a layered attack surface spanning training pipelines, system infrastructure, and runtime perception, citing research including the 201…
A developer published a tutorial on building a vision-language robot pipeline that combines camera perception with natural-language instructions on NVIDIA Jetson hardware running ROS 2. The guide walk…
A new analysis from VicOne warns that robot safety assurance must account for adversarial attacks that alter perception, decision-making, or action, citing research showing backdoor attacks on Vision-…
A developer detailed a method for implementing object detection on Android devices to enable autonomous robots to recognize objects locally, reducing reliance on network connectivity. The approach use…
A developer detailed a tutorial on building a voice-controlled robot using Kotlin and large language models. The design captures speech on Android, parses it with an LLM into structured commands, and …
A developer outlines an architecture for building AI robots that combines Android for the operator interface, NVIDIA Jetson for edge AI compute, and ROS 2 for robotics middleware. The design uses a se…
A developer detailed how to build an Android application that performs real-time YOLO object detection for robotics, using CameraX for frame capture and a mobile inference runtime for local processing…
A developer demonstrates how to build an Android robot control app in Kotlin that communicates with a ROS 2 robot, using a bridge or gateway to expose only necessary topics. The app uses Jetpack Compo…
Humanoid robotics is hard because robots must simultaneously perceive, decide, move, and adapt, with the long-term competitive edge hinging on building a strong loop between physical operation, data c…
Developer Afrid Thenabanda has released EdgeAI Forge, an early-stage local-first agentic AI platform for physical AI, machine vision, robotics, ROS 2, PLC integration, and edge deployment. The platfor…