Mert Özen's blog posts on software development, backend, frontend, and DevOps.
Why does the same question get different answers? We look at the model's candidate tokens with logprobs, calculate how temperature, top-k and top-p reshape that distribution, and see the promise and the limits of a seed, num_predict and stop sequences with real output from gemma3:4b.
