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For CTOs & AI Engineers

Bigger Context Windows Won't Save You

Giving AI a million tokens of context is like giving a hoarder a bigger house. The problem was never the space.

If you've ever re-explained the same thing to the same AI tool for the third time in the same week, congratulations: you've discovered the context problem.

And no, a bigger context window isn't the answer. That's like solving a hoarding problem by buying a bigger house. You still can't find anything. You just have more square footage to lose it in.

The AI industry is in a context window arms race. Gemini supports 2 million tokens. Llama 4 Scout claims 10 million. Claude, GPT, and half a dozen open-source models are all racing past the million-token mark. And the marketing pitch is always the same: more context means better answers.

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Bigger Context Windows Won't Save You

The problem was never the space.

The Architecture Series · 9 minute read · By Ed | Founder & CEO, DealiOS

If you've ever re-explained the same thing to the same AI tool for the third time in the same week, congratulations: you've discovered the context problem.

And no, a bigger context window isn't the answer. That's like solving a hoarding problem by buying a bigger house. You still can't find anything. You just have more square footage to lose it in.

The AI industry is in a context window arms race. Gemini supports 2 million tokens. Llama 4 Scout claims 10 million. Claude, GPT, and half a dozen open-source models are all racing past the million-token mark. And the marketing pitch is always the same: more context means better answers.

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