AI Coding Field Notes

Field notes on AI coding agents — what they cost, where they break, what shipped. Every published figure (prices, percentages, multiples, token counts and durations) as JSON and CSV, each row carrying the sentence it came from.

View the Project on GitHub xyzs996/ai-coding-field-notes

Token Optimization

3 of the 24 write-ups here are tagged Token Optimization. Every figure quoted below is in the figures table with the sentence it came from.

How Chinese AI Agent Tools Leverage 1.6 Billion Free Tokens

Chinese AI agent tools offer a game-changing strategy for independent developers to access a massive pool of 1.6 billion free tokens monthly.

1.6 Billion Free Tokens Is a Compression Ratio, Not a Strategy

OmniRoute aggregates 237 providers and advertises roughly 1.6 billion free tokens a month, and that figure is arithmetic rather than a promotion, because the RTK+Caveman layer compresses 10,000 tok…

Token Optimization for Indie Developers’ AI API Bills

In July 2026, while indie developers building AI coding products full-time watched their API burn rate climb toward their revenue, a quieter shift in the Chinese developer stack showed a different…


All 24 write-ups