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Stable Diffusion: All Guides, Examples and Parameters

SDXL, SD 1.5, samplers, CFG, steps, hires fix, checkpoints, LoRA and ControlNet — everything in one place.

Guides

How to Write Effective Negative Prompts in Stable Diffusion

Negative prompts are not a copy-paste mega list. This guide gives scenario-specific templates for portraits, hands, text, low-res and video stability, plus weight syntax and how SDXL, SD 1.5, Flux and Midjourney differ.

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Examples

Portrait Prompt Teardown: Ceramic Artist in a Sunlit Studio

A complete teardown of a portrait AI prompt — identity, clothing, scene, soft window light, shallow depth of field — with three rewrites (barista, bookstore owner, night street), five pitfalls and a Midjourney/SDXL/Flux parameter table.

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Articles

SDXL vs Flux Dev: Which Should You Use?

SDXL and Flux Dev are the two main open-source image models. This article compares them on quality, speed, LoRA ecosystem, prompt friendliness and commercial licensing.

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Stable Diffusion Sampler Guide

Stable Diffusion offers many samplers. This article compares four production-grade options — Euler a, DPM++ 2M Karras, UniPC, DDIM — with recommended step counts.

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Stable Diffusion CFG Scale Explained

CFG scale controls how literally Stable Diffusion follows the prompt. This article compares four reference values and per-model sweet spots for SD 1.5, SDXL and Flux.

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Stable Diffusion Sampling Steps Explained

Sampling steps control how many denoising iterations Stable Diffusion runs. This article gives per-sampler sweet spots and explains when to push higher.

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Stable Diffusion Hires Fix Guide

Hires fix is Stable Diffusion's key way to push resolution. This article covers upscale ratio, denoising strength, and choosing between Latent, 4x-UltraSharp and ESRGAN.

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Choosing an SDXL Checkpoint

There are hundreds of SDXL checkpoints. This article picks the most reliable ones across realistic portrait, anime, landscape and illustration, with selection notes.

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LoRA: What It Is and How to Use It

LoRA is a small add-on model that gives Stable Diffusion a specific style, character or concept. This article explains weight, trigger words, multi-LoRA stacking and common pitfalls.

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Stable Diffusion BREAK Token Explained

BREAK is Automatic1111's prompt grouping keyword. This article explains how to use BREAK to bypass the 75 token limit and structure long prompts.

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Editorial note|Yan · AI Prompt Workshop is maintained as a local-first prompt writing resource. Guides, examples and parameter notes are written from repeatable prompt structures, local tool workflows and manual editorial review. About · Contact