01. July 2025
You ever get tired of repeating yourself to an AI?

I found someone who speaks its language better than I do.
True story: I spent 20 minutes explaining a task to Cursor. Then I asked ChatGPT to write the prompt instead — nailed it in 30 seconds.
That’s when it clicked: Don’t translate between AIs — orchestrate them.
Now I let my AI tools handle their own handoffs. Here are a few examples:
UX Design:
I used to describe layouts directly to UX Pilot — the mockups were… okay. Then I explained my thoughts to ChatGPT and had it write the prompt instead. It generated a detailed brief with all the little things I didn’t even realize I missed.
The result? Crisp, modern UI screens that actually matched the vibe I had in mind.
Backend-Frontend Sync:
Need integration? I have Backend Cursor generate the API spec plus detailed integration notes for Frontend Cursor — including sample payloads and expected responses.
No back-and-forth, no guesswork. Just clean handoff, smooth wiring.
Feature Handoffs:
Got a new feature in mind? Instead of writing long specs or explaining it piece by piece, I discuss my idea with ChatGPT and it turns it into a clean, structured prompt that Cursor can instantly work with — complete with flow logic, API calls, and edge case considerations.
Fewer misinterpretations. More execution.
Bugs & Fixes:
When a bug shows up, Tester Cursor captures everything — clear repro steps, observed behavior, and possible root cause. Then it hands off a detailed prompt to Dev Cursor with exactly what’s needed to reproduce and fix it.
QA and Dev finally speak the same language — and it’s prompt-based.
Infra Setup & Deployment:
Need a CI/CD pipeline? I ask ChatGPT to write the setup prompt for Cursor — whether it’s GitHub Actions, Dockerfiles, or deployment scripts.
No more YAML headaches. Just clean infra shipped fast.
💡 NoviceTip: Even though AI handles the handoffs, I still review everything with a hawk’s eye. Think of me as the orchestra conductor — I don’t play every note, but I make sure the music sounds right.
Let AI talk to AI
You set the vision, not the syntax.
Just keep an eye out… in case they start organizing 😅
What would you have the AIs handle next? Drop your ideas, use cases, or even wild dreams below 👇
#NoviceVibeCoder #PromptOrchestration #AgentOps #VibeCoding #AIStack