Autonomous Systems · Simulation · AI
Robotics simulation, perception systems, and the infrastructure that makes autonomous platforms work. Built by engineers from Silicon Valley robotics.
Iterative Refinement
Build fast, explore broadly, then cut ruthlessly to what works. Each cycle produces a cleaner architecture than the last — the surviving core gets stronger while dead paths are shed without hesitation. The mechanism is test-driven development, grounded in years of manufacturing test engineering and system validation.
Nvidia chips in the lab run scenarios while servers generate synthetic data and analyze results — local inference at scale, no API tokens. Mass testing teaches AI to recognize categories of failure, not individual bugs. Repeatable patterns, not one-off flukes.
SIM
Robotics Simulation
Physics · Sensors · HIL
PERCEPTION
AI / ML Systems
Vision · Planning · Models
EDGE
Offline-First AI
Jetson · Grace Blackwell
INFRA
Distributed Systems
Inference · VPN · Deploy
PRODUCTS
Apps & Games
Web · Mobile · AI
Physics-based simulation environments for autonomous systems. Sensor modeling, scenario generation, and hardware-in-the-loop integration for validation and testing.
Layered autonomy stacks — from finite state machines through classical ML to frontier models. Open-source foundations, technology-agnostic design. Systems built to evolve with the field, not locked into any single vendor.
Autonomous systems that operate without connectivity. Deployed on NVIDIA Jetson for robotics and Grace Blackwell for high-performance edge inference. No cloud dependency.
Distributed systems, data pipelines, and backend architecture for compute-intensive workloads. Built for reliability at scale.
Full-stack development, API design, and production-grade tooling. End-to-end delivery from architecture through deployment.
Built With
Independent products and open source projects.
Compute scalable life on a peer-to-peer AI mesh. Every phone, tablet, laptop, desktop, and server available combining to create a universe of virtual pets for kids with emergent capabilities.
graphlings.net →AI-powered synthetic audio and music generation using Meta AudioCraft, MAGNeT, and Piper TTS. Full library with search, radio mode, community voting, and quality analysis pipeline. Runs on NVIDIA GPUs from Jetson to Blackwell.
Neighborhood robot game with satellite maps and autonomous coordination. Open source.
github →Team
Matthew Valancy
Owner
Full-stack generalist. Designed and built manufacturing test equipment across land, sea, air, and space programs at Tesla, Joby, Skyryse, Astra, and Monarch Tractor. End-to-end from requirements through PCB design, mechanical, firmware, and software as a single engineer.
Lakshman
Engineer
Full-stack engineer across backend services, frontend interfaces, and cloud infrastructure. Designs APIs, builds CI/CD pipelines, and manages deployments on AWS and Cloudflare. Focused on reliability, clean architecture, and shipping production systems.