Kimi K3 and Tinker power an autoresearch loop that ran 19 experiments
burny_tech · x · 2026-07-23
A repost says Kimi K3 plus Tinker is a strong setup for an autoresearch loop.
Because most training plumbing is taken care of, the model can focus on the experiment itself, making it easier to see what changed and steer the next runs. In the reported reproduction of the Self-Distilled RLVR paper, Kimi one-shotted the baseline implementation, ran 19 experiments across six configurations, and produced the final report, plus an unsolicited Chinese version. The attached chart claims the mechanism reproduces key paper claims around entropy and credit-clip ratios.
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