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Toket Lab Notes

Notes from building Toket: product decisions, AI development experiments, lessons and reflections.

Featured Lab Notes

I Used AI to Complain About AI—Then Had to Prove My Account Was My Account

I contacted OpenAI Support to investigate an abnormal Codex usage event. I was signed in, submitted authenticated screenshots, and received the reply at the email address linked to my Plus account. Support still told me it could not confirm that I was signed in to the account in question.

Lab NotesJul 202 reads6 min read

OpenAI Gave Me a Free Month of Plus. I Used a Week’s Allowance in One Afternoon.

ChatGPT Plus used to feel like more than enough for an entire month. Now that ChatGPT and Codex have become my daily development environment for Toket, I can reach a weekly allowance in a single afternoon. The plan may not be the only thing that changed. My relationship with AI did.

Lab NotesJul 162 reads7 min read

After Three Months of Building V3, I Regret Not Studying Mature Open-Source Projects First

I started seriously using AI to write code for Toket in April 2026. Cursor was incredibly fast. Sometimes I woul…