It's a pattern I saw more often with claude code, at least in terms of how frequently it says it (much improved now). But it's true that just this pattern alone is not enough to infer the training methods.

I genuinely hope that gemini 3 flash gets open sourced but I feel like that can actually crash the AI bubble if something like this happens because I genuinely feel like although there are still some issues of vibing with the overall model itself, I find it very competent overall and fast and I genuinely feel like at this point, there might be some placebo effects too but in reality, the model feels really solid.

Like all of western countries (mostly) wouldn't really have a point to compete or incentives if someone open sources the model because then the competition would rather be on providers/ their speeds (like how groq,cerebras have an insane speed)

I had heard that google would allow institutions like universities to self host gemini models or similar so there are chances as to what if the AI bubble actually pops up if gemini models or top tier models accidentally get leaked or similar but I genuinely doubt of it as happening and there are many other ways that the AI bubble will pop.

Be careful this makes you run through your quota very fast (as smaller models have much higher quotas).

    ANTHROPIC_DEFAULT_HAIKU_MODEL=glm-4.7
    ANTHROPIC_DEFAULT_MODEL=glm-4.7
    ANTHROPIC_DEFAULT_OPUS_MODEL=glm-4.7
    ANTHROPIC_DEFAULT_SONNET_MODEL=glm-4.7

If you want to be picky they could've compared it against gpt-5 pro gpt-5.2 gpt-5.1 gpt-5.1-codex-max gpt-5.2 pro

all depending on when they ran benchmarks (unless, of course, they are simply copying OAI's marketing).

At some point it's enough to give OAI a fair shot and let OAI come out with their own PR, which they doubtlessly will.