# Tommy Magee

> Tommy Magee leads enterprise AI enablement and implementation, combining hands-on building with systems thinking and organizational change. He leads Tech & Applied AI for Capital Projects & CRE at Rivian, has a background in technology for large capital programs, and is the independent founder of VibeLaunch.

This is Tommy’s personal site and public working library. Employment and independent projects are separate. Public summaries link to their sources. For collaboration, speaking, or a role conversation, contact Tommy directly at tcmagee@gmail.com.

## Profile

- [About and experience](https://tommymagee.com/about): Professional background and experience.
- [Speaking](https://tommymagee.com/speaking): Topics, past appearances, and an organizer bio.
- [Contact](https://tommymagee.com/contact): Speaking invitations, role conversations, and collaboration.
- [Structured public profile](https://tommymagee.com/profile.json): Machine-readable profile and the current library.

## Library

- [Is this agent making the work better?](https://tommymagee.com/library/agent-workflow-field-test.md): Resource. A field-test worksheet for quality, human effort, operating cost, and the decision to scale.
- [When everyone starts building agents](https://tommymagee.com/library/when-everyone-starts-building-agents.md): Writing. The work shifts from helping people get started to deciding what deserves to scale.
- [The best interface might be no interface](https://tommymagee.com/library/less-interface.md): Writing. If AI is supposed to remove work, why are we creating another place for humans to work?
- [What lean manufacturing gets right about AI](https://tommymagee.com/library/information-factory.md): Writing. Some of my best AI lessons came from moms on YouTube.
- [Your AI is only as good as its context](https://tommymagee.com/library/data-first.md): Writing. Clean, connected, trusted data is the work behind the impressive demo.
- [Do we need to heat the whole house for this?](https://tommymagee.com/library/thermostat.md): Writing. Choosing an AI model is starting to feel a lot like becoming your dad with the thermostat.
- [Building AI capability at Rivian](https://tommymagee.com/library/rivian.md): Project. Joined to help design the capital projects platform; now leading AI implementation, training, and decisions about what deserves to scale.
- [VibeLaunch](https://tommymagee.com/library/vibelaunch.md): Project. My independent publishing product for people creating with AI, with a public Claude Code connector.
- [Capital program technology at Turner & Townsend](https://tommymagee.com/library/capital-systems.md): Project. Advising capital program owners on systems, portfolio information, and how to make a change work beyond the software.
- [VibeLaunch for Claude Code](https://tommymagee.com/library/vibelaunch-claude-code.md): Code. An MCP connector that brings VibeLaunch into Claude Code.
- [Chief of Staff agent instructions](https://tommymagee.com/library/my-chief-of-staff.md): Resource. Reusable agent instructions for meeting prep, decisions, and keeping work moving.
- [Find the work worth removing](https://tommymagee.com/library/workflow-prompt.md): Resource. Six questions to ask before reaching for another AI tool.
- [The AI Evolution of Retail](https://tommymagee.com/library/ai-evolution-retail.md): Talk. A conversation about AI, adoption, and the work behind retail real estate.
- [Fireside chat with Google & Rivian](https://tommymagee.com/library/autodesk-owners-forum.md): Talk. An Autodesk fireside conversation with Google and Rivian on capital delivery and construction technology.
- [How emerging tech is disrupting real estate](https://tommymagee.com/library/emerging-tech-real-estate.md): Talk. A fireside conversation with RICOH Tours about VR/AR, IoT, and AI.