Scope โ†“ / Social Alignment โ†’ Anti-social (negative-sum) Non-social (zero-sum) Pro-social (positive-sum)
Naive ๐Ÿ—‘๏ธ Intentional waste (tokenmaxxing) ๐Ÿงช Failed experiments and prototypes ๐Ÿ“– Personal learning through experiments
Simple ๐Ÿ’ป Commercial cybercrime ๐Ÿท๏ธ Cheaper advertising content ๐Ÿ› ๏ธ Tech-debt burndown (security, reliability)
Significant โ˜ฃ๏ธ Large-scale cyber, bio, etc. ๐Ÿ‘ป (rare โ€” see below) ๐Ÿš€ Innovative products, scientific research
Hover over a cell to explore
Detailed explanations from the essay will appear here to provide deeper context on each category of AI token usage.