Prompts: Describing a Frame So the Model Builds It
A breakdown of the text side of generation: what a working prompt is made of and what simply does not work in one.
A prompt is a brief for the model, not an incantation. It has a structure — subject, scene, light, optics, mood — and the order in which the model reads those parts affects the outcome far more than the number of adjectives.
This section covers the practice of generating from a description: how to phrase constraints, why a long prompt is often worse than a short one, and how to compare two results honestly.
- 8 min
How an AI Photo Generator Works: From Text to Image
What happens between sending a request and seeing a picture, why the model removes noise rather than drawing, and what follows from that in practice.
Read - 7 min
The Structure of a Photo Prompt: Five Blocks That Decide Everything
The order of elements matters as much as their content. A working structure, and why a long list of requirements performs worse than a short one.
Read - 7 min
Generating From Scratch and Generating From a Photo: The Practical Difference
Two modes of working with a model solve different problems. What each gives you, where the boundary runs, and how to choose for a given outcome.
Read - 8 min
A Prompt Vocabulary: Photographic Terms Models Understand
Models learned from captions on real photographs, so professional terminology works better than everyday description. A practical vocabulary in four sections.
Read - 7 min
Why AI Struggles With Hands, Text and Symmetry
Three classic weak spots of generation share one cause. What model developers do about it, and what you can do yourself when composing a frame.
Read - 7 min
How to Describe Light in a Prompt: The Parameter Everyone Forgets
Light decides mood, volume and credibility. Working setups, the order of description, and why the single word "soft" is not enough.
Read - 7 min
Resolution and Detail: Why a Generated Frame Looks Soft
How resolution differs from detail, what happens during enlargement, and why upscaling adds invented detail rather than yours.
Read - 6 min
Describing Composition and Angle to Get the Frame You Intended
The model cannot read your mind about placement. Which compositional instructions it follows, which it ignores, and how to reserve space for text.
Read - 8 min
How to Get Photorealism Instead of the AI Look
The tells that give a generated frame away instantly, and the techniques that remove them — from imperfect light to giving up flawless skin.
Read - 6 min
Why "Without X" Doesn't Work: Negations in Prompts
The mechanics of how a negation enters the description, what to use instead, and the cases where exclusion can be specified after all.
Read - 6 min
Aspect Ratio: Choosing a Frame Format for the Platform
Why the format belongs before generation rather than after, how aspect ratio shapes composition, and what happens to a face when the choice is wrong.
Read - 7 min
A Portrait Prompt Taken Apart: A Worked Example
From a vague request to a precise one in five steps, with what each addition buys and why the edits go in this order.
Read - 7 min
What AI Will Not Generate: Limits, Moderation and Common Sense
Three different kinds of limits — technical, service policy, and legal. Why a request is rejected, what to do about it, and where "cannot" ends and "will not" begins.
Read - 7 min
Prompting Product Photography: Light, Surface and Reflections
Objects need a different approach from portraits: geometry, material and the physics of highlights matter. A breakdown by surface type, plus the usual mistakes.
Read - 7 min
How to Build a Series of Frames in One Style
Consistency across a series is its own problem, and generation handles it worse than a single frame. Techniques that hold a set together — from fixed wording to the order of selection.
Read - 7 min
Stylisation Without Copying: Asking for an Aesthetic, Not a Name
Why describing attributes works better than naming an author — technically and ethically. A practical breakdown of several aesthetics.
Read - 6 min
Repeatability and Variation: Why You Cannot Get the Same Frame Twice
What determines the result besides the request, why "the same again" does not work, and how to use this property rather than fight it.
Read - 7 min
Ten Common Prompt Mistakes and What to Write Instead
A collection of phrasings that fail, with the reason for each and a working replacement.
Read - 7 min
How to Judge a Generative Model: What to Look at When Comparing
Pretty demos say nothing about how a model behaves on your task. Five checks that give a meaningful answer within a few runs.
Read - 6 min
Iterative Prompt Refinement: A Cycle That Saves Runs
Successive approximation instead of trial and error. How to identify the single main problem, what to change first, and when to stop.
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