AI PM Workspace
How I use one workspace to move from notes and files to shipping work.
Work and Writing
Building products, platforms, and business systems
I'm Winston. I work across serverless, platform products, and business systems. I’m increasingly using AI as part of how I think, build, and operate. I also advise and invest in smaller businesses and startups. This site brings together case studies, writing, and Python tools from that work.
Featured work
OCI Functions Product Direction
Simpler onboarding, stronger trust, and clearer async execution.
Regional Delivery Orchestration
Making regional rollout planning, sequencing, and rollback far more deterministic.
Browse by format
Case studies go deeper, writing is faster to scan, and repositories show the hands-on side.
Case studies
Deeper work on product decisions, migration, recovery, and platform strategy.
Writing
Short notes on workflow quality, migration, AI as a working tool, and operating models.
Python tools
Small utilities and reusable patterns drawn from real platform, docs, and workflow work.
Selected repositories
A smaller set of Python tools drawn from real workflow pain, docs work, and platform operations.
GitHubObject Storage Router
Python pattern for routing one bucket to several downstream systems.
doc-ship-check
A Python script for the last mile of docs cleanup before publishing.
release-note-diff-cli
A small Python script for diffing release notes without reading every line twice.
tiny-deck-linter
Strict outline checks for slide decks before they turn into vague, crowded review material.
decision-journal-cli
A compact CLI for keeping decisions, assumptions, and revisit dates visible over time.
one-page-canvas
A lightweight browser canvas for shaping one-page strategy artifacts without a backend.