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Photorealistic Instagram Prompt Framework — Public Overview
This file provides a high-level overview of the structure used to generate
consistent, realistic Instagram-style AI images.
Core principles:
- One consistent character identity across generations
- No repeated face or body descriptions
- Focus on scene, lighting, camera logic, and outfit
- Natural framing and Instagram-like composition
Framework layers:
1. Scene context (location, environment, time)
2. Lighting logic (natural, ambient, practical light)
3. Camera logic (lens feel, angle, framing)
4. Outfit / styling (simple, realistic, context-aware)
This repository intentionally shares only the structural logic.
The complete visual breakdown, examples, and assets are available in the full pack.
Full product:
https://poctavian.gumroad.com/l/cumney

This dataset documents the structural logic behind repeatable, photorealistic Instagram-style AI characters.

Full visual framework (PDF + images + video): 👉 https://poctavian.gumroad.com/l/cumnev

Photorealistic Instagram Prompt Framework (Visual)

This repository is a public companion to the PromtForge “AI Instagram Girl — Realistic Visual Prompt Framework”.

It shares the structure behind consistent, photorealistic Instagram-style results:

  • scene selection
  • lighting logic
  • camera/framing logic
  • repeatable prompt skeletons (scene-only focus)

What’s inside (public)

  • A short overview of the framework
  • Example prompt skeletons (safe / non-NSFW)
  • A simple checklist for repeatable results

Full pack (PDF + images + video)

The complete product (with the full visual breakdown and assets) is available here: Gumroad: https://poctavian.gumroad.com/l/cumnev

Recommended usage

  • Use a single consistent character across generations
  • Avoid repeating face/body descriptions
  • Focus on: scene + light + camera + outfit

Notes

This repo is meant for education and repeatable workflows. No copyrighted datasets or private content are included.

Purpose

This dataset documents the structural logic behind a repeatable, photorealistic Instagram-style prompt framework.

It is intended as a public reference and educational anchor. The complete visual system, examples, and assets are available as part of the PromtForge product.


🔗 Full visual framework, examples, and assets: https://poctavian.gumroad.com/l/cumney

This public dataset documents the structural logic only.

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