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Aug 8, 2026 · Cost · 3 min read

Lower AI agent cost: shell output compaction in Navin

How git, test, docker and Kubernetes output inflate context - and how Navin compacts it before the model, with no external tool.

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Aug 8, 2026 · Cost · 3 min read

Prompt caching in Navin: amortizing an IDE agent prefix

Prompt caching versus response caching, how Navin enables it, and how it complements shell output compaction.

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