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Enables a coding agent to compress noisy tool output such as compiler errors, failing test runs and repeated logs before it enters the context window, and to fetch any collapsed ref back as its exact original text. Two tools, squeeze_fetch and squeeze_compress, keep the reduction reversible by the model itself.