Context Loom
Practical notes on context engineering for language models
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Support assistant: fixing context instead of the model

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Written by: Context Loom
Category: Case Studies
Published: 19 January 2026

A support team came to us convinced they needed a stronger model. The assistant was inventing policy that did not exist. The model was fine. The context was feeding it three versions of the same policy from three different years.

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