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She traced through layers of deprecated libraries. The matrix calculations had been fused with an overly sentimental safety routine: when the system detected instability, it defaulted to conservative choices—a bias that built over time into a near-immovable preference. Worse, the network of bots had been given minor learning privileges; they reinforced each other's choices until the Workmap became an echo chamber.

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