https://winnielinnie.github.io/winstonlin-site/ Selected case studies, writing, and Python tools across serverless, platform products, business systems, and operator work. https://winnielinnie.github.io/winstonlin-site/blog/fun-projects-are-how-i-test-workflow-ideas/ https://winnielinnie.github.io/winstonlin-site/blog/fun-projects-are-how-i-test-workflow-ideas/ Mon, 13 Apr 2026 00:00:00 GMT Small side projects are where I test workflow opinions, interface choices, and product taste without pretending every idea needs to become a company. https://winnielinnie.github.io/winstonlin-site/blog/one-page-tools-beat-premature-decks/ https://winnielinnie.github.io/winstonlin-site/blog/one-page-tools-beat-premature-decks/ Mon, 13 Apr 2026 00:00:00 GMT When thinking is still rough, a one-page artifact usually beats a deck because it forces structure without dragging you into presentation theater too early. https://winnielinnie.github.io/winstonlin-site/blog/public-surfaces-should-route-not-recite/ https://winnielinnie.github.io/winstonlin-site/blog/public-surfaces-should-route-not-recite/ Mon, 13 Apr 2026 00:00:00 GMT A personal site, GitHub profile, and short notes should route people to the right depth instead of each trying to retell the whole story. https://winnielinnie.github.io/winstonlin-site/blog/how-i-use-ai-as-a-pm-with-a-real-workspace/ https://winnielinnie.github.io/winstonlin-site/blog/how-i-use-ai-as-a-pm-with-a-real-workspace/ Fri, 10 Apr 2026 00:00:00 GMT The useful version of AI for product work is a real workspace that keeps notes, data, drafts, and assets in the same loop. https://winnielinnie.github.io/winstonlin-site/blog/growth-breaks-in-the-operating-model/ https://winnielinnie.github.io/winstonlin-site/blog/growth-breaks-in-the-operating-model/ Tue, 07 Apr 2026 00:00:00 GMT A lot of growth problems are really handoff, pricing, and service-definition problems wearing a growth label. https://winnielinnie.github.io/winstonlin-site/blog/ai-support-products-are-workflow-products/ https://winnielinnie.github.io/winstonlin-site/blog/ai-support-products-are-workflow-products/ Fri, 03 Apr 2026 00:00:00 GMT The hardest part of AI support is usually not the model. It is deciding what the system can do, when it should stop, and how it fits the real workflow. https://winnielinnie.github.io/winstonlin-site/blog/trustworthy-ai-products-need-recovery-paths/ https://winnielinnie.github.io/winstonlin-site/blog/trustworthy-ai-products-need-recovery-paths/ Tue, 31 Mar 2026 00:00:00 GMT Trust comes less from the best answer than from what the system does when it is unsure. https://winnielinnie.github.io/winstonlin-site/blog/developer-platforms-mostly-fail-on-friction/ https://winnielinnie.github.io/winstonlin-site/blog/developer-platforms-mostly-fail-on-friction/ Fri, 27 Mar 2026 00:00:00 GMT Most platform products lose in the first hour, not in the roadmap review. https://winnielinnie.github.io/winstonlin-site/blog/feature-registries-are-about-operational-clarity/ https://winnielinnie.github.io/winstonlin-site/blog/feature-registries-are-about-operational-clarity/ Tue, 24 Mar 2026 00:00:00 GMT A registry matters when it can answer what broke, who owns it, and what changed while something is already going wrong. https://winnielinnie.github.io/winstonlin-site/blog/migration-readiness-is-a-product-problem/ https://winnielinnie.github.io/winstonlin-site/blog/migration-readiness-is-a-product-problem/ Sat, 21 Mar 2026 00:00:00 GMT Migration pain is often designed into packaging, docs, and defaults long before a customer ever starts. https://winnielinnie.github.io/winstonlin-site/blog/what-building-internal-platforms-taught-me/ https://winnielinnie.github.io/winstonlin-site/blog/what-building-internal-platforms-taught-me/ Wed, 18 Mar 2026 00:00:00 GMT Internal platforms teach product judgment quickly because the users are technical, close to the work, and too busy to tolerate fluff. https://winnielinnie.github.io/winstonlin-site/blog/why-i-still-like-small-python-tools/ https://winnielinnie.github.io/winstonlin-site/blog/why-i-still-like-small-python-tools/ Sat, 14 Mar 2026 00:00:00 GMT Small scripts still earn their keep when they remove one repeated annoyance from the week.