@real_kai42: The past month has been insane. About a month ago, I made up my mind to refactor kimi-code and started designing a new architecture. I basically spent two full days in a hot spring with my laptop and portable monitor, burning through thousands of dollars in tokens to analyze, design, and verify the architecture, eventually arriving at what I believe is the optimal scheme. I think in the vibe era, architecture has become even more critical — a good architecture allows the Agent to code freely within a controlled scope without breaking things.

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Summary

The developer shares the crazy experience of the past month refactoring and open-sourcing kimi-code, covering architecture design, team building, intensive development, and reflections on how important architecture is in the AI Agent era, as well as how top-tier programmer productivity is amplified.

The past month has been insane. About a month ago, I made up my mind to refactor kimi-code and started designing a new architecture. I basically spent two full days in a hot spring with my laptop and portable monitor, burning through thousands of dollars in tokens to analyze, design, and verify the architecture, eventually arriving at what I believe is the optimal scheme. I think in the vibe era, architecture has become even more critical — a good architecture allows the Agent to code freely within a controlled scope without breaking things. - Once the architecture was finalized, we sprinted toward implementation (with countless debates and reversals along the way). - Quickly assembled a strong team — grateful for the brothers’ unconditional trust. - Rapidly onboarded the entire team — again, grateful to the brothers. - Engaged in intensive development for a stretch (when I was younger, I thought this was outdated; now I realize it’s a miracle of human engineering efficiency. You can’t imagine the iteration speed on architecture when you can pull everyone together to argue in front of a whiteboard at any moment). - Even though all the code was written in the vibe style, we still couldn’t escape the principle that “code quality is directly proportional to human attention density.” So, agents won’t replace all programmers — they’ll just make top-tier programmers 20x more productive while eliminating the rest. And collectivism >>> heroism. - We tackled problems step by step as they came up. Every day felt like the most hopeless day. - After open-sourcing, I fell ill — excess cortisol secretion affected my immune system. - What I learned this month will take me half a year to digest. - I downed an entire case of Red Bull in a week — gotta keep the biological fuel going. - Also disappeared from X for a month. Originally, I wanted to write some articles summarizing insights and ideas from the process, but I’m not good at long-form writing anyway, plus my brain’s self-protection mechanism quickly made me forget all the pain and blurred my sense of time (fun fact: it’s only been a little over a week since the refactored version of kimi-code was open-sourced, but in my emotional perception, it feels like a month has passed). Once kimi-code is iterated to a stable state, I’ll go back and summarize the lessons learned.
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Cached at: 06/05/26, 02:21 AM

The past month has been insane.

About a month ago, I made the decision to refactor kimi-code and started designing a new architecture.
I spent roughly two full days holed up in a hot spring with my laptop and portable monitor, burning through thousands of dollars in tokens on architecture analysis, design, and validation. In the end, I arrived at what I believe is the optimal architecture. I think in the vibe era, architecture has become even more critical—a good architecture lets an Agent code freely within a controlled scope without breaking things.

  • Once the architecture was set, we sprinted toward implementation. (Countless arguments and reversals along the way.)
  • Quickly assembled a strong team—eternally grateful for the unconditional trust from the brothers.
  • Onboarded the entire team rapidly—again, my gratitude to the brothers.
  • Did a period of closed-door development (when I was younger I thought it was obsolete, but when the time came, I realized it’s a miracle of human engineering efficiency. You can’t imagine the iteration speed of an architecture when you can pull everyone to the whiteboard to argue at any moment.)
  • Even though the code is all vibe, we still couldn’t escape the fact that “code quality is proportional to human attention density.” So agents won’t replace all programmers—they’ll just make the top ones 20x more productive, while eliminating the rest. And collectivism >>> individual heroism.
  • Solved problems one pitfall at a time. Every day felt like the most hopeless day.
  • After open-sourcing, I fell ill—excessive cortisol secretion weakened my immune system.
  • What I learned in this month will take me half a year to digest.
  • Drank a whole case of Red Bull in one week—still the best biofuel.
  • And I disappeared on X for a month.

I originally wanted to write some articles summarizing insights and ideas from the process, but I’m not good at long-form writing anyway, and my brain’s self-protection mechanism quickly made me forget the pain of the whole process, blurring my sense of time (fun fact: the refactored kimi-code has been open source for only a little over a week, but in my emotional perception it feels like a month has passed).

Once kimi-code iterates steadily, I’ll summarize the lessons learned.

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