Long-horizon coding

K3 and Kimi Code when the job spans many files and tool calls, not a single snippet.

I would start in Kimi Code with K3 when the task spans many files, tests, and tool calls. The K3 page cites long-running engineering benchmarks; I have not reproduced a 48-hour chip-design run in my apartment.