OK, let’s bring it on… 
Size matters so they say, I would definitely agree that more detail is important for better one shot results… though I think key here is structure and repetition…
Custom (Unique):
Intent
My ‘intent’ macros are my interface for fast one-shot results… A concise macro for the task at hand. Finished result in one line (Or as specific as you need it).
'''
UI(Fractal Zoom(Range Of Parameters, Save To Folder
'''
Templated (Repetitive):
Context - Get the output in the right format to run where you want it
Where will this code end up… Maybe this is a random one-shot if you’re just starting out, or maybe, as we both demonstrated it’s a script injection into a larger system. Outlining this system saves a lot of formatting edits.
'''Injection Context
Maybe this is a Python application injection runnable from main()
Or maybe you want all results returned in JSON
'''
Payloads - Standardise the output
Above I also add structure payloads for consistency and detail… This may be in Macros, JSON, Code even Images, templated information/designs for highly consistent output… ie css formatting or function call specs
'''Required CSS / Available Function Calls and Parameters etc
'''
Original - For Edits / Review
'''Editing / Reviewing an existing script include it too and be clear you want a fix in your intent stage
'''
It seems you do similar in your example…I see you have multiple titled ‘sections’ detailing different aspects… 
…
I am working on a full writeup of my method for my API Project Thread… In this project I’m setting out to demonstrate interactive and orchestrated hierarchical trees of ‘one-shot’ interfaces. While this falls beyond the scope of this thread the individual ‘panes’ on the trees approximately follow the process above which also works through ChatGPT .
PS. Readers - By the time you read this methods have improved… My methods wont exactly fit your systems… Improve on them… Consider further checks and validations on your code with human and ChatGPT review.
Chat GPT Understands My Example Like This, It's A Reasonable Interpretation
Intent:
‘’‘UI(Fractal Zoom(Range Of Parameters, Save To Folder))’‘’
Context:
‘’'Injection Context:
- Runtime: PHP 8.2, runs as CLI script from main()
- Path: /var/www/myapp/fractals/
- Expect files: fractal_YYYYMMDD_HHMM.png
‘’’
Payloads:
‘’‘OutputFormat: JSON
{
“file”: “string (path)”,
“params”: { … },
“warnings”: [ … ]
}
Example:
{“file”:“fractal_20250918_1600.png”,“params”:{“type”:“Mandelbrot”,“iterations”:1000},“warnings”:}
‘’’
Original:
‘’'If editing, include original code block here.
‘’’