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Blog

Microsoft: ‘Summarize With AI’ Buttons Used To Poison AI Recommendations

Microsoft’s Defender Security Research Team published research describing what it calls “AI Recommendation Poisoning.” The technique involves businesses hiding prompt-injection instructions within website buttons labeled “Summarize with AI.” When you click one of these buttons, it opens an AI assistant with a pre-filled prompt delivered through a URL query parameter. The visible part tells the […]

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Google Ads Surfaces PMax Search Partner Domains In Placement Report

Some advertisers are now seeing Performance Max placement data populate in Google Ads reporting, including Search Partner domains and impression counts that had previously been absent from the report. PPC marketer Thomas Eccel flagged the change on LinkedIn, noting the report had been empty for his PMax campaigns until now. “I finally see where and […]

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Information Retrieval Part 3: Vectorization And Transformers (Not The Film)

Information retrieval systems are designed to satisfy a user. To make a user happy with the quality of their recall. It’s important we understand that. Every system and its inputs and outputs are designed to provide the best user experience. From the training data to similarity scoring and the machine’s ability to “understand” our tired, sad […]

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New Meridian Tool, Performance Max Learning Path – PPC Pulse

Welcome to this week’s PPC Pulse, where this week’s focus is on scenario-based planning in both Google and Microsoft platforms. Google introduced a new Scenario Planner within Meridian, giving marketers the ability to model budget allocation shifts before committing spend. Microsoft launched a scenario-based Performance Max learning path designed to walk advertisers through practical campaign […]

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Google Offers AI Certificate Free For Eligible U.S. Small Businesses

Google has launched the Google AI Professional Certificate, a self-paced program covering data analysis, content creation, research, and vibe coding. See also: AI workflow automation. Every participant receives three months of free access to Google AI Pro. Eligible U.S. small businesses can access the entire program at no cost through a separate application (more on […]

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Why AI Misreads The Middle Of Your Best Pages

The middle is where your content dies, and not because your writing suddenly gets bad halfway down the page, and not because your reader gets bored. But because large language models have a repeatable weakness with long contexts, and modern AI systems increasingly squeeze long content before the model even reads it. That combo creates […]

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