Ferronyx
Intelligence layer for robots
What it does
Monitor, debug, and fix your robot fleet from anywhere. Real-time ROS2 observability, AI-assisted root cause analysis, and fleet-wide diagnostics. Reduce robot MTTR from hours to minutes.
Does the same job
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Link ROS - Cloud Logging+Viz for Robots2020 · ▲146Cloud logging + visualization tools for robotic development
- SOSowbot – Open-hardware agricultural robot (ROS2, RTK GPS)Feb 2026 · sowbot.co.uk · ▲181
Sowbot is an open-hardware agricultural robot designed to close the "prototype gap" that kills most agri-robotics startups and research projects — the 18+ months spent on drivers, networking, safety watchdogs, and UI before you can even start on the thing you actually care about. The hardware is built around a stackable 10×10cm compute module with two ARM Cortex-A55 SBCs — one for ROS 2 navigation/EKF localisation, one dedicated to vision/YOLO inference — connected via a single ethernet cable. Centimetre-level positioning via dual RTK GNSS, CAN bus for field comms, and real-time…
NXS by Aliensense17d ago · nxs.aliensense.com · ▲39A sensor board that gets your robot running in minutes
- TEThe easiest way to create web UIs for ROS robots2024 · transitiverobotics.com · ▲20
Our new, free ros-tool capability makes it trivial to interact with ROS from the web. It provides a React API for subscribing and publish to topics and for placing service calls. It works with both ROS 1 and 2, and unlike rosbridge, it caches all data in the cloud, which means your UIs will work even when your robot is offline (just showing the latest data). Since all data is synced via the cloud, it is also much easier and more efficient to aggregate data from multiple robots, e.g., for showing your fleet on a map. Demo: https://www.youtube.com/watch?v=OgNdGvwYSiI
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I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device. The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.
AI · 17d ago · simedw.com
Astute▲585Automate your B2B brand going viral, with new media creators
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Hey HN, Henry from Cactus here! We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release Needle 2. The whole model is a single 14MB binary that runs a full session in 28MB of RAM; 45m parameters at 2bit compression. Needle hits 500 tokens/sec decode speed on a Raspberry Pi 5, sits between 400-1,500 tokens/sec on VR devices like Meta Quest 3S and Apple Vision Pro, and ranges…
AI · 27d ago · cactuscompute.com
Launched alongside, March 2026
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Switch from ChatGPT to Claude with import memory feature
AI · Mar 2026 · claude.com
