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# 🪄 SwiftContext — the zero-LLM replacement for FastContext
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When Microsoft's [FastContext](https://arxiv.org/abs/2606.14066) (`FastContext-1.0-4B-SFT`) vanished from the Hub in June 2026, coding agents lost their dedicated repository-exploration subagent. SwiftContext rebuilds that capability from scratch — **without a 4B model, without a GPU, and without spending a single token per query.**
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# 🪄 SwiftContext — the zero-LLM replacement for FastContext
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**SwiftContext does everything FastContext used to do — and five things it never could — for $0 in LLM tokens.**
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When Microsoft's [FastContext](https://arxiv.org/abs/2606.14066) (`FastContext-1.0-4B-SFT`) vanished from the Hub in June 2026, coding agents lost their dedicated repository-exploration subagent. SwiftContext rebuilds that capability from scratch — **without a 4B model, without a GPU, and without spending a single token per query.**
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