I ran an experiment comparing Gemini 3.5 Flash against Xiaomi Mimo V2.5 on identical coding tasks.
Result:
- One model answered cleanly in 500 tokens.
- The other model burned 3,300 tokens answering the exact same prompt with excessive reasoning preamble.
In AI engineering, intelligence is useful — but token efficiency is what keeps your API bills from exploding. 💡