alphaXiv(@askalphaxiv):Kimi K3 + Tinker is a really nice setup for an autoresearch loop With most of the training plumbing off the table, Kimi’s code changes stay focused on the experiment itself. This makes it easier to follow what changed and steer the next runs. Reproducing the Self-Distilled RLVR paper, Kimi one-shots the baseline implementation, ran 19 experiments across six configurations, and wrote the final report (plus a bonus, unsolicited Chinese version)

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alphaXiv@askalphaxiv

2026.07.22 15:29

Kimi K3 + Tinker is a really nice setup for an autoresearch loop With most of the training plumbing off the table, Kimi’s code changes stay focused on the experiment itself. This makes it easier to follow what changed and steer the next runs. Reproducing the Self-Distilled RLVR paper, Kimi one-shots the baseline implementation, ran 19 experiments across six configurations, and wrote the final report (plus a bonus, unsolicited Chinese version)