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Don't just look at their current use case

The reason to join a company is not just what they do at the moment: it is the underlying mission and direction that matter the most.

Just came to realize that the reason to join a company is not just what they do at the moment (which means: don’t just look at their current use case); it is the underlying mission and direction that matter the most. For example, maybe the model a startup is building can only reliably identify why babies cry at the moment, but maybe the underlying direction is a general-purpose multimodal LLM that can eventually be useful for many, many use cases.

Don't just look at the current use case.

This reminds me of a close friend from a few years ago. Knowing that I do neural machine translation, she said, “Oh, lemme recommend a friend to you — definitely qualified. She is a very good translator.” You see the mismatch here? It’s like I’m building iRobot (alas, that company is dead), but someone recommends to me someone who actually sweeps the floor.

I’m building…She recommends…
neural machine translationa very good translator
iRobotsomeone who actually sweeps the floor

So going forward, I won’t just look at the surface use case — I’ll focus on their mission and direction.

Some of them will be bragging, though, like someone who pitched to me: “Oh, let’s build the foundation model of the xxx domain.” I should have known that was bullshit, because the person pitching it, or his team, lacked the expertise to actually achieve it even remotely. Haha, I probably won’t be easily fooled going forward, but at that time I was indeed fooled. Just gotta be careful: someone will use the big words that pique your interest and aspirations, while they themselves don’t have the faintest idea of what they are doing.

The really good team/startup has researchers and practitioners who have done awesome work that you look up to.