The Skill Ladder Nobody Builds
Most firms expect people to get better without defining levels. A real ladder from novice to expert turns learning into progress and adoption into identity.
Vision
I work at the intersection of legal services, go-to-market execution, and transformation. I help teams adopt better workflows, operationalize AI, and turn change programs into measurable outcomes.
Current Focus
Building and leading at Lupl. I learn by building—view my experiments.
Recent Thoughts
All essaysThe First Week After a Rollout
The rollout day does not matter, the next five days do. Winners design the first week like product onboarding with checkpoints, not emails.
The Default Wins
Transformation becomes real when the default changes. If the old path stays easier, the new system stays optional forever.
Experiments
AllPrompt Craft Pro
Gamified prompt engineering platform that crossed 1,000+ active users during the Christmas launch period.
Fringe Legal
Seven-year legal innovation platform spanning podcast, community, and global events.
LumiExpense
Production expense workflow app built to run roughly 10x faster than legacy team processes.
Published Work & Speaking
View allSKILLS Annual Report 2026
SKILLS Summit •
A Practical Guide for Running Better Legal Tech Pilots
Singapore Law Gazette •
Walk Through: Lupl - Task Management + Workflow Automation
Artificial Lawyer •
KM Roundtable: Embracing the New Wave of Knowledge Management
ILTACON 2025 •
When AI Delegates Tasks to You
ILTA Peer to Peer •
Automating with Purpose: Unlocking Strategic Value in Legal Workflows
Singapore Law Gazette •