AI-First Work Requires Organizational Redesign
The durable advantage will come from redesigning workflows, roles, and incentives around AI—not simply adding tools to existing processes.
- future of work
- organizational design
- AI strategy
Independent workbench · Notes + code
Ideas, worked through in public.
AI product manager and computer engineer in Vancouver, with more than a decade of experience building and shaping technology products.
From the notebook
Recent posts
Where Specialized Decision Models May Beat General LLMs
A small customer-conversation evaluation suggests focused decision models may offer a useful cost and latency advantage for narrow classification tasks.
- AI evaluation
- conversational AI
- product experiments
Direct AI with Positive Instructions
Clear targets usually guide a language model better than a context window filled with the behaviours it should avoid.
- AI
- prompting
- productivity
From the workbench
Featured projects
Story God
A four-player Odyssey played entirely through email, with each new game personally approved before invitations are sent.
View projectIdea Triage — Sample POC
A small browser-only scoring tool that demonstrates how POCs can live inside the main site.
View project