6 Practices that turned AI from prototyper to workhorse (106 PRs in 14 days)
13 pointsby waleedk4 hours ago5 comments
  • yodon2 hours ago
    I'm a huge fan of spec-kit, and am actively looking for a replacement for it because spec-kit is no longer maintained by the team at GitHub.

    Codev looks like it has a lot of good similarities to spec-kit, and like it's something I need to pay close attention to. That said, I'll encourage you to do another pass on your command names, intros, and cheat-sheet.

    I suspect most developers using codev will mostly use a very small fraction of the codev commands most of the time, similar to the way spec-kit is mostly /specify, /plan, /tasks, and /implement, with a bit of /clarify and /analyze once you really get comfortable with it. If I'm right, having some docs where you emphasize the simplicity of your core flow would be very helpful.

    For calibration, five minutes into reading your home page and medium post and some of your repo docs, I'm ready to believe this is true, but I have no idea what that core flow is or looks like. Five minutes is actually a pretty long time, and I suspect most visitors will end up bouncing if they don't get clarity on what the experience is ultimately going to be like for them in five minutes (or, more likely, much less than five minutes).

    • waleedk2 hours ago
      Yes, this is spec kit on steroids. In particular specs + protocol enforcement works _really_ well. The protocol enforcement is the game changer: I would find the AI just wouldn't stick to specs or plans.

      Great suggestions. I will do that. Did you notice any specific issues in those?

      Got it about the core flow. Appreciate it. I plan to record a video showing how to kick off a new project and another one showing how to use it in maintenance mode. Would that be helpful?

      @yodon if you would like to reach out to me at hello@cluesmith.com I'd love to get your feedback once those assets are ready.

  • waleedk4 hours ago
    Happy to answer any questions. Here are those links as clickables:

    Github: https://github.com/cluesmith/codev Tour + raw results: https://cluesmith.com/blog/a-tour-of-codevos/

  • trollbridge3 hours ago
    This original post looks AI-generated.

    Could you share the prompts you used to generate it?

    • waleedk2 hours ago
      In a sense? This human built a system for AI to build stuff then asked the AI to summarize what the AI that built the human built?

      It was more of a conversation, but it was like: Hey I wrote these 6 points about what we're doing differently, please tailor them to be most useful to an HN audience.

  • ddoottddoott3 hours ago
    Would you rather fight 100 AI workhorses or 1 workhorse AI?
    • waleedk2 hours ago
      Ha! I would rather fight 100 workhorse AIs with an Architect + Builder AIs on my side :-).

      Seriously, the agents managing agents thing works so well. When I'm working, I'll sometimes have 6 builder agents fixing different bugs, and I will lose state and I rely on the architect agent who doesn't have stupid limitations like 7 +/- 2 things in working memory.

  • skydhash3 hours ago
    > Codev isn’t an AI model. It’s not a coding assistant. It’s not a VS Code extension. It’s a set of CLI tools, protocols, and infrastructure that orchestrates existing AI coding tools (Claude Code, Gemini CLI, OpenAI’s Codex CLI) into a structured workflow.

    Thanks for the clarification, I couldn't have guessed otherwise.

    • waleedk2 hours ago
      Useful criticism -- what could I have done to help you get that message sooner?