Welcome to the detailed analysis for gilesthomas.com. This domain is officially recognized as Giles' blog. According to their official web presence, their primary focus is: "Currently mostly AI because in 2026 of course it is. Grinding through the nuts and bolts of LLMs and trying to work out why this stuff works...".
"I recently overtrained a couple of GPT-2 style models, training them both on 40 tokens per parameter rather than the 20 per parameter that is generally regarded as "Chinchilla-optimal"."
"The normal heuristic is that instead of doing that, you should scale up the number of tokens and the number of parameters equally -- so I would have been better off scaling up the model by 2 and the token count by the same amount. By doing that, I should expect to get a better model in terms of loss on my held-back test set than I did with my 40-tokens-per-parameter models."
"My training machine poppy wasn't doing anything, so I decided to give that a go. Would the Chinchilla rule-of-thumb hold up?"
"As you might expect, it did. But it was a surprisingly close-run thing, and could conceivably have been in the noise. Let's take a look."
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Yes, according to our latest analysis, we detected a valid SSL certificate ensuring a secure connection.
As of August 13, 2026, gilesthomas.com holds an estimated domain authority score of 84/100 based on our VisitRank tracking algorithms.
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