Thinking in public about systems, automation, and how work actually happens.
n8n, Whisper, GPT-4o-mini, Supabase, Pinecone, Next.js. Every tool was chosen for a reason. Here is each layer, what it does, and why I picked it.
Before writing a single line of code, I had to figure out how the system should actually work. Here is the four-lane architecture that now runs my daily life.
I did not need another to-do app. I needed one reliable capture path (Telegram or a dashboard inbox), lightweight categorization, and retrieval that brings back my own context when I need it.
