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It actully does the job. Example: every morning it takes 30-40 minutes to generate reports automatically and these reports are being sent as a pdf to read to Telegram.


Do those reports require Kimi K3 though? Qwen3.6+ could probably do the same in a few seconds with similar quality.


Often Deep Seek V4 flash or Qwen should be enough.

I wanted to see whether Kimi runs at all on one machine with the full record published, and for long multi-table finance reasoning I wanted the strongest model I could keep on the machine.

I did some tests against Deep Seek v4 flash results on my reports and Kimi definitely has some advantages.




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