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The author proposes "context sculpting," a concept where a larger AI model monitors and edits the context window of a smaller model, rather than treating context as an immutable append-only log. Inspired by Anthropic's "advisor strategy," the author conducted exploratory research using Claude to test whether one model could effectively rewrite another model's working context between turns, framing it as an engineering case study to determine the feasibility of this approach.
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