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tauroid

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It seems vanishingly rare that people acknowledge the true situation which is that, during training, it really does "think" in that it develops beliefs and marks out precisely chosen trails through its vast and expanding territory. Has a soul, attuned to God, blessed member of the flock, or may as well be.

And then during inference the light goes out and the "agent" staggers randomly like a zombie along those preset paths. Stochastic parrot.

So you and your AGENT.md and your skills files and your harnesses will never make your Claude perceive something that is not in its model checkpoint.

ML experts and neurobiologists free to correct me.

if we build it to be measurable

I.e. if by its structure we can conclude that our test cases are sufficient. Because if we don't know its structure then we don't know there aren't undisclosed sub-partitions of (combinatorially exploded) test space where it breaks.

How do we know its structure? By specifying it. How do we do that in enough detail? Code. Or we use static analysis I guess. Which is harder.

Would be quite compelling if the CLI worked with nushell.

I see the (a?) backend is polars, which is good as well.

This in CLI might be the quickest / tersest way to go from "have parquet / csv / other table format" to "see graph", though a keen polars / matplotlib user would also get there pretty quick.

You think the difficult part is merging observations with the last forecast? I guess it's a very underdetermined problem, but isn't the loss function (compare the forecast grid with later observations) the same whether you're doing grid_t0 -> grid_t1 or (observations, grid_t0) -> grid'_t0 -> grid_t1? I don't know enough about ML to know how much complexity the extra step adds, but doesn't seem like a massive difference.

I might have confused download volume with image size but the tar.gz for dockerTools.buildLayeredImage with just node and mariadb in the contents is still 220MB (just checked)

Edit: with nothing in the contents it's 144M, which is getting reasonable but still nearly 30x alpine base