calesthio/openmontage14 files

Flux Best Practices

Comprehensive guide for BFL FLUX image generation models. Covers prompting, T2I, I2I, structured JSON, hex colors, typography, multi-reference editing, and model-specific best practices for FLUX.2 and FLUX.1 families.

Specification
Skill ID
calesthio/openmontage/flux-best-practices
Publisher
calesthio
Repository
openmontage
Installs
0
Files
14
Synced
Sep 23, 2026
How to use it

Open any RiverX project, open the Skills panel in the chat, and search for this identifier. The files are fetched from the source repository at install time.

calesthio/openmontage/flux-best-practicesInstalls these files
  • AGENTS.md
  • SKILL.md
  • rules/_sections.md
  • rules/core-principles.md
  • rules/flux1-models.md
  • rules/flux2-models.md
  • rules/hex-color-prompting.md
  • rules/i2i-prompting.md
  • rules/json-structured-prompting.md
  • rules/model-selection-guide.md
  • rules/multi-reference-editing.md
  • rules/negative-prompt-alternatives.md
  • rules/t2i-prompting.md
  • rules/typography-text.md

What this skill tells the agent

FLUX Best Practices

Use this skill when generating prompts for any BFL FLUX model to ensure optimal image quality and accurate prompt interpretation.

Extended reference: `AGENTS.md` in this directory is the long-form upstream FLUX guide (vendored from Black Forest Labs). It is supplementary reference material scoped to this skill only — SKILL.md is the loadable entry point and the authority. It does not override or extend the repository-root AGENTS.md / AGENT_GUIDE.md.

When to Use

  • Creating prompts for FLUX.2 or FLUX.1 models
  • Text-to-image (T2I) generation
  • Image-to-image (I2I) editing with FLUX.2 models
  • Structured scene generation with JSON
  • Typography and text rendering
  • Multi-reference style transfer
  • Color-accurate brand generations

Quick Reference

Prompt Structure Formula

[Subject] + [Action/Pose] + [Style/Medium] + [Context/Setting] + [Lighting] + [Camera/Technical]

Model Selection

Use CaseRecommended ModelNotes
Fastest generationFLUX.2 [klein]4B or 9B, sub-second
Highest qualityFLUX.2 [max]Best detail, grounding search
Production balancedFLUX.2 [pro]Quality + speed
Typography/textFLUX.2 [flex]Best text rendering
Local/developmentFLUX.2 [dev]Open weights
Image editingFLUX.2 [pro/max]Pass image URL directly to input_image
InpaintingFLUX.1 FillObject removal/completion
Context editingFLUX.1 KontextOlder model, prefer FLUX.2

Critical Rules

  1. NO negative prompts - FLUX does not support negative prompts; describe what you want
  2. Be specific - Vague prompts produce mediocre results
  3. Use natural language - Prose/narrative style works best
  4. Specify lighting - Lighting has the biggest impact on quality
  5. Quote text - Use "quoted text" for typography rendering
  6. Hex colors - Use #RRGGBB format with color description

Related

For API integration (endpoints, polling, webhooks), see the bfl-api skill.

Rules Reference

Read individual rule files for detailed guidance:

  • rules/core-principles.md - Universal FLUX prompting principles
  • rules/flux2-models.md - FLUX.2 family: klein, max, pro, flex, dev
  • rules/flux1-models.md - FLUX.1 family: older generation of FLUX.2 models - pro, Kontext, Fill
  • rules/t2i-prompting.md - Text-to-image prompting patterns
  • rules/i2i-prompting.md - Image-to-image editing with FLUX.2
  • rules/json-structured-prompting.md - Complex scene composition
  • rules/hex-color-prompting.md - Precise color specification
  • rules/typography-text.md - Text rendering and typography
  • rules/multi-reference-editing.md - Multi-image references
  • rules/negative-prompt-alternatives.md - Positive alternatives
  • rules/model-selection-guide.md - Choosing the right model

Example Prompt

A weathered fisherman in his 70s with deep wrinkles and a salt-and-pepper beard,
wearing a navy cable-knit sweater, standing at the helm of his wooden boat.
Golden hour sunlight from the left creates dramatic rim lighting on his profile.
Shot on Hasselblad with 85mm lens at f/2.8, shallow depth of field with harbor
lights creating soft bokeh in the background. Kodak Portra 400 color science.

Use this skill in a project

Open any RiverX project, search the Skills panel for calesthio/openmontage/flux-best-practices, and install it in one click.

Use this skill