I checked my database logs and found a Senior Engineer stress-testing my AI 🕵️♂️
Hey everyone, Harun here again. I’m the 12-year-old solo dev from Anthiyur, India, building an AI coding mentor (KODA) entirely on my POCO C55 Android phone. Yesterday, I posted about getting my first 5 stranger users. But today, I did something every founder needs to do: I went on a Supabase Stakeout. I opened my chats table to see what people were actually asking my AI when they thought nobody…
Harun, a 12-year-old solo developer from Anthiyur, India, shared his experience of running a stress test on his AI coding mentor, KODA. The tests were conducted by a Senior Software Engineer named Nerando, who had previously engaged with Harun's work on Dev.to.
Nerando's 6-point QA stress test involved scrutinizing various aspects of KODA's functionality, including the UI, core capability, persona, edge-case, boundary, and deep domain tests. Each test was conducted using real user inputs without any assistance from Harun.
Passing all six tests, KODA demonstrated its ability to generate accurate Python scripts, maintain character integrity, respond to edge-case scenarios, and admit its limitations when appropriate.
After completing the stress test, Harun performed database hygiene by deleting fake or ghost email accounts from his Supabase Auth and profiles table. He explained that maintaining a clean database of real users is more valuable than having a larger database filled with invalid entries.
The takeaway from Harun's experience is that founders should not rely on assumptions about user needs but instead analyze their database logs to gain insights into actual user behavior. He encouraged other SaaS developers to check their database logs to understand how users engage with their products when they think no one is watching.
Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.
