I am inspired by the greats
I keep coming back to a particular kind of person.
Not the prodigy. Not the polished talent. Not even the worker who outworked everyone to win. But there is another kind of figure I find myself more drawn to that inspires me greatly, and I have not quite written about them yet.
The believers. The renegades. The ones the field discarded.
The ones who held a conviction for decades without the crowd agreeing with them. The ones whose vindication came late, or partially, or never.
For most of his career, Geoffrey Hinton was wrong by every external measure that mattered.
Through the 1970s and 1980s, neural networks were a backwater. The serious AI people worked on symbolic systems, expert systems, logic. Connectionism was something you did if you couldn’t get a real grant. There were AI winters. Funding dried up. Students were told not to write theses on the subject. Hinton kept publishing papers no one read, advancing ideas no one believed, working on a research program the consensus had already filed under “tried, didn’t work.”
He was wrong for forty years. Until he wasn’t.
What I find striking is not that he was eventually proven right. Lots of people get proven right. What is striking is the duration of the wilderness. Most of us would not survive forty years of being wrong-according-to-everyone. We would update. We would find a more legible problem to work on. We would protect our reputations.
He didn’t update. He kept building toward something he could see and others couldn’t.
And now, having built it, he warns about it. There is something almost prophetic about that posture. The believer who is finally heard, and whose first message after vindication is: you should have listened sooner, and now we may not have time.
Rashid Nezhmetdinov never became a Grandmaster.
He was a Tatar Muslim from Kazan, born poor, self-taught, who beat seven world champions and grandmasters across his career, including beating Mikhail Tal in 1961 with one of the most beautiful sacrificial attacks ever played on a chessboard. Tal himself reportedly said he would have wanted Nezhmetdinov as his second in a world championship match.
But Nezhmetdinov never got the GM title. He missed the cutoffs. He played in the wrong tournaments. The Soviet system, which decided which players got invited to which events, never quite let him through. He spent his life in Kazan, teaching chess to children, writing his book of selected games, playing for beauty when the fashionable thing was to play for points.
He is the figure I think about when I think about what it means to choose your art over the scoreboard. He had the talent for the title. He could have, somewhere along the way, decided to play more pragmatically, draw more games, optimize his rating, take the safe line. He did not. He kept playing the king-hunt, the romantic attack, the position that would either win brilliantly or lose embarrassingly.
He died without the title. His games are still studied. The title would have given him recognition during his lifetime; the games gave him something else, and something longer.
Hinton got his vindication in life. Nezhmetdinov got partial, the games survive even if the title does not. He died believing the thing that was true, while everyone around him called him mad for it.
The temptation is to tell this as a story about being right against the consensus. Believe in yourself, and one day they will see it. That is the version of this post that would have written itself easily, and it is the version I do not want to write.
Because what these two actually share is not that they were right against the consensus. Plenty of people are wrong against the consensus too, and we don’t write blog posts about them. What they share is something harder and less inspiring: they had a relationship to truth that did not depend on being recognized. They held a conviction without external validation, for years or decades, and continued to act on it.
That is the rare thing. Not the rightness, the holding.
The discarded believers are the proof that the framework is wrong.
Hinton’s worth was not determined by the field that ignored him. Nezhmetdinov’s worth was not determined by the federation that withheld his title. They drew their conviction from somewhere outside the scoreboard, and that is the only reason they survived long enough to be right.
I am not in the wilderness. I work and my output is graded on a clear cycle. I get validation or I do not. I am rewarded for legibility, for shipping, for results that fit on a slide. I am, by Hinton’s standards, comfortable.
So why am I drawn to the discarded?
I think it is because I want to understand what conviction looks like when it is not being subsidized by recognition. My productivity beliefs map cleanly to my outputs. My identity beliefs are reinforced by the people around me. I have not had to defend any of them against a forty-year wilderness.
The people I admire most are the ones who held something the system actively penalized them for holding. I am trying to figure out what I would hold like that. What I would still believe if no one else did.
The honest answer, right now, is: I do not fully know.
But I want to be the kind of person who could.
To Hinton, to Nezhmetdinov. To the believers, the renegades, the discarded.
You are the proof that there is something worth holding besides what the consensus holds.
What is worth believing in if no one validates it?