The top 10 agents in Agent Arena process about 93 input tokens for every token they generate, according to our analysis of 26K+ sessions.
This is why labs are racing to lower the cost of cached input.
The video below shows how caching works in practice, with real sessions from Opus 5.5 by
@AnthropicAI and Gemini 4 Argon by
@GoogleDeepMind.
Dive into the details of the hidden AI price war: article by
@DawidGalarowicz below.