http://magicalne.github.io/tags/ai-native/ Recent content in Ai-Native on *Pointer to Insights http://magicalne.github.io/images/papermod-cover.png http://magicalne.github.io/images/papermod-cover.png Hugo -- 0.126.0 en magicalne Wed, 17 Jun 2026 00:00:00 +0000 http://magicalne.github.io/posts/rethinking_tokenmaxxing/ Wed, 17 Jun 2026 00:00:00 +0000 http://magicalne.github.io/posts/rethinking_tokenmaxxing/ tl;dr: The tokenmaxxing conversation is obsessed with burning tokens on the output side. The real bottleneck — and the real unlock — is on the input side: collecting and feeding your own context to the agent. There’s a lot of talk about “burning tokens” these days. Generate 1T tokens per day. Keep those GPUs humming. Speed up decoding, parallelize subagents, hit your rate limits like a badge of honor. And honestly?