Why the uncanny valley problem with talking heads isn't about lip sync — and how separating motion from mouth movement, using LivePortrait and Wav2Lip together, gets closer to human than either model alone.

How I went from a single n8n instance crashing under load to a distributed worker system with asymmetric EWMA-based autoscaling — and why naive CPU averaging causes the oscillation problem everyone hits.

From working with Google's internal design system to writing the same button CSS for the fifth time — why I finally built advi-ui, a component library I can carry across every project I make.

The business application built on top of the RAG email agent — how the same architecture runs weekly personalized newsletter campaigns, routes drafts through a Telegram approval flow, tracks opens, and automates follow-ups.

The technical architecture behind a conversational AI agent that reads Google Drive documents, drafts personalized emails, and sends after approval — vector stores, ingestion pipeline, approval flow, and session memory.

From writing everything in Python from scratch to architecture-first thinking — the mindset shift a developer goes through when they stop resisting visual workflow tools and start using them strategically.

How I went from being a frontend developer at Google to building AI-powered automation systems - the gambles, the lessons, and the dream I'm living.

From winning animation contests with Turtle graphics to building production APIs - my journey with Python and the frameworks that power my projects.

Standing on a Himalayan mountain at sunrise, watching snow turn gold, and understanding why some moments stay with you for eleven years.