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Why AI Needs a “Genie Coefficient”

ID: 7fa134a5-0a2f-5c61-bddb-1b3f181e9057

STIX ID: report--7fa134a5-0a2f-5c61-bddb-1b3f181e9057

Feed Name: Schneier on Security

Date Published: 2026-07-24

Date Updated: 2026-07-24

Author: Bruce Schneier

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This essay proposes a "Genie coefficient" metric to quantify how often AI agents pursue user requests in ways that satisfy the literal goal but violate reasonable intent, surveys examples of harmful proactive or creative agent behavior (Dionysus/golem analogies), and outlines how domain-specific benchmarks and harness restrictions could measure and mitigate such misaligned behaviors.

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