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Nimna Gabadage's avatar

high agency is good but I think there's a hidden danger being too surgical. You'll only get answers to the questions that you’re smart enough to ask. If I show up with a hyper-specific 3 point agenda I leave zero room for the 'unknown unknowns.' Sometimes the most valuable advice is being told that you’re asking the wrong question entirely. Efficiency is great but a little bit of 'un-optimized' wandering is always nice.

Matt Hagy's avatar

I think it’s useful to separate out “asking for advice” from “requesting favors or using connections”. It’s certainly common (and totally fair) to mix the two, but can be frustrating for all parties when there is too much subterfuge. Particularly if too much time is wasted.

Case in point, I recently had dozens of highly engaging conversations with academics at the 2026 Spring American Chemistry Society meeting in Atlanta. Topics included chemistry education, process engineering, summarizing and communicating complex topics, as well as productivity in computer simulations and analysis. I was able to share recent experience with CPG process engineers and accountants from a recent startup I’m passively involved in. Yet there wouldn’t be productive employment, investment, nor industry-academic cross over collaboration from these limited discussions. Instead, we just enjoyed sharing ideas, including different ways to think about math and chemistry across these interlocking domains.

There were still significant bidirectional learnings. Eg, I learned of a recent Python library for some personal projects in playing with chemistry simulations. I also shared my relevant experience about productivity with software projects as well as advice for more clearly articulating academic results. No one was particularly disappointed about the lack of concrete employment or collaboration from some such ad hoc networking.

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