Telemetry state, historian behavior, alarm reliability, and operator-facing clarity.
Independent systems / markets / control
Systems for infrastructure, markets, and signals.
I build deterministic tools across real-time gas SCADA, market intelligence, and control-system simulation. The common thread is simple: make state obvious, preserve signal, and build systems that hold up when reality gets noisy.
Market research systems, audience infrastructure, and usable signal extraction.
Current tracks
Critical infrastructure
Real-time SCADA work across telemetry pipelines, alarms, historian behavior, and operator-facing reliability.
Market intelligence
Research systems, signal extraction, sentiment processing, and data products under Wall Street Silver.
Simulation and tooling
Protocol simulators, PLC logic experiments, and compact engineering tools for testing ideas quickly.
Selected work
SCADA HMI Pipeline
Simulated field points, engineering units, quality rules, alarms, historian storage, and a minimal HMI wired into one deterministic flow.
Silver Sentiment MVP
Reddit ingestion, sentiment modeling, time-series storage, and visualization built around usable research signal instead of dashboard noise.
PLC MicroScan Engine
Minimal ladder and structured-text execution for timers, interlocks, and permissives without needing a physical controller in the loop.
Featured video
Choose a path into the work
Three entry points depending on whether you want systems context, project detail, or written reasoning first.
Start with infrastructure
Jump directly into the SCADA and simulation projects with the strongest signal-to-detail ratio.
For readersStart with field notes
Read the essays and technical notes that explain the thinking behind the systems work.
For market operatorsStart with Wall Street Silver
See the market-side operating model, audience systems, and research workflows in one place.
Recent writing
Short technical notes and essays on telemetry, system behavior, and market infrastructure.
Measurement-Chain Physics for Sampled Telemetry
Why clean system design starts before the signal even reaches the historian.
2026-02-12Turning Noisy Telemetry Into Stable Incidents
Patterns for extracting reliable operator action from imperfect data streams.
2026-01-29Freedom Is Fragile
A personal and public-facing essay tying identity, conviction, and market community together.