Industrial telemetry + IoT + AI agent tooling.
Current focus
- Cross-layer contract testing on AERIS-10 — open-source 10.5 GHz phased-array radar.
- Rust systems work — context management for LLM agents (openfang-lcm), SSH-2 reimplementation (frankenssh), AI agent governance (ampersona).
Background: sysadmin / self-hosting / industrial IoT (Fledge, Modbus, Proxmox/ZFS).
Reach: [email protected]




