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Automation & AI systems

Connect the steps.
Keep the reasoning visible.

Useful systems carry context from one step to the next. My work brings workflows, interfaces, and evidence together so people can understand what happened and decide what comes next.

Coordinate the work

Local AI Orchestration

A local AI foundation connects planning, routing, execution, and retained results. The project story separates qualified capabilities from experiments and planned work.

Ongoing · Python / LangGraph / OpenClaw

Keep useful context within reach

_Blackbox

A screen companion turns recorded work into searchable evidence, with timestamped answers that lead back to the source moment.

Ongoing · React / Tauri / Rust / Transcripts

Follow the evidence behind a claim

TradeLab

A research workspace connects specialized roles, critique, and source records. The public example uses fictional holdings and reviewable research workflows.

Ongoing · Python / FastAPI / React

Understand where an agent breaks

FAULTLINE

An interactive reliability lab makes failure, recovery, and evidence visible. Open a recorded scenario and follow the decisions through the system.

Completed · Python / PostgreSQL / Ollama

Follow a workflow for yourself.

Try the billing, sentiment, and research examples—or browse the wider collection of desktop tools and infrastructure projects.