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    <title>The Operator's Edge — Beta Briefing</title>
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      <description>Today on The Operator's Edge: AI Overviews are eating 58% of clicks on informational queries, Google's AI director publishes a concrete AEO playbook, and HubSpot ships an AI visibility tool as its own customers watch organic traffic drop 27%. Plus the multi-agent content architecture pattern that's replacing monolithic AI writing tools.</description>
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      <description>Today on The Operator's Edge: AI Overviews and AI Mode diverge into two distinct discovery systems with 13.7% citation overlap, a Cisco pilot quantifies what multi-agent engineering actually saves (hint: it's the orchestration, not the code gen), and Claude Opus 4.7's long-context regression surfaces a new AEO vulnerability. Plus: the server-side BigQuery fix for why your three revenue dashboards will never agree.</description>
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      <description>Today on The Operator's Edge: HubSpot Spring 2026 sets a 20% AI referral traffic benchmark, the GEO/AEO/LLMO discipline split gets operationalized, Cloudflare reveals only 4% of sites have intentional AI crawler configuration, and a solo dev ships 6 production APIs in a weekend with role-assigned Claude Code agents.</description>
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