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Tobias Taulien

Notes

Honest notes on AI, product, and learning — mostly PM and building, occasionally Chinese.

7 notes

Seven Weeks, Seven Tabs: What Happened to My Week Dashboard

In July I built a dashboard to run my week from. Seven weeks later it has seven tabs and 564 tests, and I closed exactly three weeks with it. An honest follow-up on the stack, the lessons, and what a trip did to the ritual.

BuildingClaude CodeProductProductivity

I Finally Understand What 'Attention' Actually Does — and It Changed How I Scope AI Features

Grant Sanderson's 3Blue1Brown series on neural networks and transformers, translated into product language: why evals matter, why long context costs money, and why facts aren't editable.

AIProductLLMs

What 4.5 Hours of Karpathy Taught Me About Being a Better Product Manager

Andrej Karpathy's two YouTube lectures on LLMs, translated into product management terms: why hallucinations are structural, why context engineering is a PM discipline, and more.

AIProductLLMs

A Review Board for a Company of One

Eight Claude Code subagents that critique my specs, decks and posts before anyone real does — what they're good for, where they fail, and why loops are the natural next step.

AIProductClaude CodeAgentsFounder

Evals Are a Product Manager's Job

Most writing about LLM evaluation is aimed at engineers. But defining what 'good' means for an AI product is product work — and it's the skill I'd bet on hardest right now.

AIProductEvalsLLMs

One Screen for the Week: Why I Built My Own Dashboard

My todos lived in Google Calendar, my study plan in markdown, my surf forecast in a separate app, and my weekly reviews in my head. So I built Week Board — a local-first dashboard that puts my entire week on one screen.

Personal developmentProductivityBuilding

How I Vibe Coded This Website (and Why It Was Easier Than I Thought)

From a blank chat to a live site on my own domain: brainstorming with Claude, building with Claude Code in VS Code, and shipping with GitHub, Vercel, and a Namecheap domain.

AIBuildingVibe coding