Practice AI Architecture on Small, Checkable Problems
Each problem is a working but flawed AI system: a support bot that never caches, a router that sends everything to the biggest model. Fix it, run it against a simulated model with openly stated rules and prices, and see exactly what it costs.
Try the Cache-Blind ChatbotHow It Works
Read the System
Every problem states its rules and prices openly. Your numbers come from your own variant, so your answer is yours.
Fix It
Edit a config, pick an answer, or work out a number. Simulated problems run in your browser, with no API key needed.
Get Checked
The server checks your final answer. Pass to earn points; do better than the pass line to earn more.
Start Here
- C-01 Cache-Blind Chatbot
A support bot resends its whole product manual on every turn. Cut the bill without losing a single answer.
- Difficulty
- 4, Medium
- Format
- Config
- Mode
- Simulated