Today I recalled an event from my youth.
One day, as I was walking home from school, a car driver stopped me. He asked if I'm from around here. Naturally, I found that quite inappropriate, since he has no business learning where do I live. But I answered. So he's asking me if I know where tire repair shop is. I answered that I don't. So he asked me again, "but are you from around here?" Well, that was too much, so he got a short explanation that just because I live here, that doesn't mean that I need to know every single company around here, and since I am not a driver (obviously — after all I was a school kid), I have never needed tire repair shop.
I suppose that worked quite well, since he drove away at this point. As he drove away, his car revealed a tire repair shop poster on the fence opposite.
The obvious lesson here is: if you need something, ask straight instead of going through silly helper questions.
Sensitivity and Query Complexity under Uncertainty
Deepu Benson, Balagopal Komarath, Nikhil Mande, Sai Soumya Nalli, Jayalal Sarma, Karteek Sreenivasaiah
https://arxiv.org/abs/2507.00148
RAG has revolutionised AI by merging search and generation. Agentic behaviour takes this search to the next level by enabling LLMs to make decisions and call tools. At this year's Berlin Buzzwords, Bilge Yücel will discuss how agentic behaviour enhances pipelines, what it means for a system to act as an 'agent', and core concepts such as routing, tool calling and reasoning, along with a live demo.
Learn more:
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"In Boston, between 1709 and 1713, townspeople protested vigorously and then took extralegal action when Andrew Belcher, a wealthy merchant, refused to stop exporting grain during a bread shortage in the city...he chose to export grain to the Caribbean, at a handsome profit, rather than sell it for a smaller profit to hungry townspeople, his ships were attacked and his warehouses emptied by an angry crowd...Bostonians of meagre means learned that through concerted action, the powerless could become powerful, if only for the moment. Wealthy merchants who would not listen to pleas from the community could be forced through collective action to subordinate profits to the public need."
- Gary B. Nash, "Social Change and the Growth of Prerevolutionary Urban Radicalism" in The American Revolution (ed. Alfred F. Young, Northern Illinois University Press, 1976), pg. 11
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