One time, a young ML researcher asked Master Ilya: "Teacher, according to the formulas, if I use the same seed and same prompt with the same weights, I will get the same results. Is my math right?"
Master Ilya looked at the matmuls and said: "Probably."
The young researcher replayed the same prompt with the same seed and the same weights and got different results.
He went back to Master Ilya and said: "Teacher, I used the same seed, the same prompt and the same weights. Why did I get different results? Is my math wrong?"
Master Ilya looked at the matmuls and said: "Probably"
The young researcher cried: "Teacher, I don't understand!"
Master Ilya looked at the young researcher and said: "Probably"
And the young researcher was enlightened.
no agent ever runs the same trace twice, because it’s not the same agent, and it’s not the same trace