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                        "lead":  "Today’s signals do not rely on grand narratives: frameworks are adding nested-state recovery, progressive tool disclosure, session TTL, execution graphs, and resource validation. For ALUX, the clearest opportunity is to consolidate these scattered fixes into a verifiable chain of accountability for long-running transactions.",
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