An autonomous spacecraft crew
Nine ship logs go in. Classification, triage, memory, diagnosis, a safety gate and a ticket come out, with a black box at the end.
- agent crew
- FAISS memory
- safety gates
The stack
These are the tools that show up in the work, not everything I have tried.
Embedded systems
Firmware, microcontrollers, hardware interfaces
C · C++ · ESP32 · STM32 · LinuxUART · SPI · I²C · RTOSMachine learning
Computer vision, model development, AI
Python · PyTorch · OpenCVTransformers · FAISS · model evaluationSoftware engineering
Applications, APIs, infrastructure
TypeScript · React · Next.js · React NativeFastAPI · Docker · PostgreSQL · Git
Selected work
Five projects, most of them about systems that have to be right. Agent crews, embedded sensors, and the dashboards that keep them honest.
Deterministic gates, evidence trails, and nothing failing silently.
It is the same thread in every project here: a classifier with a calibrated threshold, an agent that hands back the reasoning behind a decision, a model that reports its confidence instead of guessing.
About
I work on agentic systems, embedded hardware and the web, usually where those three meet.
Most of what I build is about verification. Classifiers with calibrated thresholds, deterministic safety gates, evidence trails. An agent that cannot show its reasoning is a demo, not a tool.
now
- Rogue ProtocolAutonomous spacecraft crew that triages, diagnoses and files its own tickets
- Tremor-ProESP32 motion capture, FFT features and a classifier behind a small dashboard
- EthanolBlendPetrol and ethanol blend analyzer on an ESP32, built for a fuel pump
Tell me what you are building.
I am open to internships, freelance work, and problems that need a system rather than a demo. If it involves agents, sensors or evidence trails, it is probably a good fit. Email works best.