jerm .

Meet jerm

3 following

I turn ambitious AI and automation concepts into structured, testable, documented systems that are ready to operate.

My work starts by clarifying the objective, the decisions a system can make, the tools it needs, and where a person must stay in control. From there, I design the architecture, agent and workflow behavior, API connections, approval boundaries, failure handling, testing plan, deployment path, and operator handoff.

CrossingKey Intelligence is my independent practice for founders and teams building custom AI workflows, agentic systems, local-first AI environments, and operational automation. I work across product architecture, technical strategy, workflow governance, evaluation, release readiness, and documentation.

Supporting implementation work can include MCP tools and integrations, APIs, Cloudflare, Linux, GitHub, deployment, and release operations. Those are parts of delivery, not the point of it.

The standard is intelligence that can be understood, verified, operated, and improved.