The Day I Ditched Long Prompts, and Tokens Came Alive

AI-NativeWorkflowAstroEfficiency

Today’s Summary

If I had to sum up today in one sentence: “The framework is complete, and I found the root cause of the struggle.”

I fully rebuilt chulbuji.com with Astro and released it. However, during the work, my AI usage (5-hour allocation) ran out faster than expected. When I traced the cause, it was surprisingly simple. The habit of copy-pasting long prompts was burning through tokens.

5 Lessons Learned Today

  1. Copy-paste wasn’t a shortcut: I wanted ‘one thing,’ but AI processed the pasted conditions as ‘ten things.’

  2. Broad role, short instructions: The more you add “do this, don’t do that,” the higher the collaboration cost. Keep the goal clear.

  3. Keep sessions short: Got stuck on lottery ball UI details → session dragged on and ended → consumed with no results. Separate structure sessions from detail sessions.

  4. Limit the scope of changes: Small change → verify → next change. Seems slower, but overall speed increases.

  5. Manage your usage: Check remaining usage and allocate ‘big tasks/small fixes’ accordingly, and strategically use Extra Usage when needed.

Before / After

Before: “Responsive, dark mode, accessibility, SEO, strict TS mode… everything” → Long responses + increased review burden

After: “Convert this component to Astro. Responsive only for now.” → Quick results + expand in next turn

What’s Left: Update Routine

Once the framework is set up, what remains is 15-minute improvements repeated. Ball shapes, colors, text, content… handle them one by one.

✅ 5-Point Checklist

  • Before pasting, first write “desired outcome in one sentence”
  • One session = one goal (structure OR details)
  • Confirm results before next instruction (no rushing)
  • Check usage before session and adjust task scope
  • Minimize role restrictions, clarify goals only

⚡ 3 Actions for Tomorrow (15 min)

  1. (5 min) Pick one “minimal task to finish in one session” from current project
  2. (5 min) Reduce frequently used long prompts to “one core sentence”
  3. (5 min) Bookmark the usage/quota check link

TL;DR

Copy-pasting was a token-burning habit. Broad role, short instructions, small sessions.