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"Google is now showing ads in chatbot conversations via its AdSense for Search network, marking a shift in its digital advertising strategy as generative AI becomes not only more commonplace, but increasingly used in place of traditional search engine tools. Previously, ads were shown within the search results of other websites, however Google added them to conversations with chatbots operated by AI startups earlier in 2025 (via Bloomberg)."

"As we roll out more Generative AI and agents, it should change the way our work is done. We will need fewer people doing some of the jobs that are being done today, and more people doing other types of jobs. It's hard to know exactly where this nets out over time, but in the next few years, we expect that this will reduce our total corporate workforce as we get efficiency gains from using AI extensively across the company."

"From 2016 to 2020, the Australian government operated an automated debt assessment and recovery system, known as "Robodebt," to recover fraudulent or overpaid welfare benefits. The goal was to save $4.77 billion through debt recovery and reduced public service costs. However, the algorithm and policies at the heart of Robodebt caused wildly inaccurate assessments, and administrative burdens that disproportionately impacted those with the least resources. After a federal court ruled the policy unlawful, the government was forced to terminate Robodebt and agree to a $1.8 billion settlement."

"A second major academic institution has accused Uber of using opaque computer code to dramatically increase its profits at the expense of the ride-hailing app's drivers and passengers. Research by academics at New York's Columbia Business School concluded that the Silicon Valley company had implemented "algorithmic price discrimination" that had raised "rider fares and cut driver pay on billions of … trips, systematically, selectively, and opaquely"."