The Progression Pattern
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The Progression Pattern
Here’s the honest version of how things move through the stack. It’s not a clean linear progression.
Something starts fully manual. You do it by hand a few times and notice the pattern. You try AI assistance — typing a prompt each time — and the output gets better but you’re still investing in the prompting each session. You write a skill when you’ve done it enough times that the instructions feel stable. You run the skill for a while and refine it based on what it gets wrong. Once it’s reliable, you consider whether to automate the invocation or leave it manual.
Most things stop at “skill-based, invoked when needed” and that’s fine. Full automation is only worth it when the task genuinely needs to happen on a rhythm, when the setup cost is justified by the frequency, and when you trust the skill enough to not review every output.
The mistake most people make is trying to leap directly from manual to fully automated without the intermediate steps. That produces brittle automation you don’t trust, which you either ignore (wasted work) or check obsessively (no time saved).