Independent builder · Canada
I design the connective tissue between people, process, and intelligent tools. The work spans commercial operations, project orchestration, and open-source skillsets that make complex work easier to run.
AI-enabled operational systems for real businesses.
Governance, routing, execution, and review.
Portable knowledge for specific professional domains.
Selected work / 01
The projects below are independent by design. Together, they show a consistent focus: reduce operational friction, make decisions traceable, and turn specialized knowledge into reusable systems.
A commercial umbrella for workflow automation, dashboards, internal tools, and AI-enabled handoffs built around how operations actually run.
The internal operating layer for multi-project governance, supervised execution, specialist routing, review, and continuity.
A portable framework for agent skills, skillsets, MCP presets, and routing templates for AI coding agents.
The working model / 02
Map the actual handoffs, decisions, failure points, and information gaps before choosing a tool.
Keep ownership, state, evidence, and review visible so the work can be trusted and improved.
Turn proven patterns into portable skills, focused frameworks, and systems other people can use.
Good automation does not hide the work. It gives the work a better shape.
Specialist repositories / 03
Each repository explores how a professional domain can become a practical, installable capability without losing its context or judgment.
Canadian growing, curing, and refining skillsets organized for practical use.
Structured capabilities for private investigation, security, research, and incident work.
Professional culinary reasoning, kitchen workflows, and structured chef capabilities.
Operational skillsets for logistics, planning, coordination, and supply chain work.
In motion / 04
Each is planned as its own focused open-source project, following the same model as the current repositories.
A Canadian manufacturing-centered framework for operational skillsets.
A conversational direction for building interactive 3D JavaScript experiences, with a focus on three.js.
A standalone skills project for practical automation workflows and repeatable operational handoffs.
A standalone skills project for wholesale operations, coordination, and decision support.
A standalone skills project for CAD/CAM workflows, production planning, and digital fabrication.
A standalone skills project for practical sustainability, measurement, and operational improvement.
Request work / 05
Tell me what you are trying to build, improve, or connect. I will review the request and reply with a practical next step or a quote path.
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Start a conversation / 06
Follow the work, explore the repositories, or start with Ironfield Operations for a guided look at where an AI-enabled system could fit.