agentleFS
PrunaAIPrunaAI/pruna-skills/skills/guides/generation-diversity/SKILL.md

generation-diversity

Skill20 starsChanged 44 days agoApache-2.0View on GitHub

Use when writing any generative prompt — ritual seed, explicit structure, scenario axes, and quality gates before paid API calls.

The file

We split this skill into the rules it gives an agent

2 rules. About 0 are common, 2 are distinctive, and 0 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈2

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Before advancing a multi-step workflow past a phase gate

    line 25
  2. Distinctive:

    Stop and ask (or show assets) before the next paid step if any of these are true:

    line 45

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Generation diversity

Vendor-neutral playbook for diverse, explicit prompts and output QA. Apply before every generation on any model (Pruna, Flux, Midjourney, Runway, ElevenLabs, …).

Install

SkillDescriptionInstall
generation-diversityUse when writing any generative prompt — ritual seed, explicit structure, scenario axes, and quality gates before paid API calls.npx skills add PrunaAI/pruna-skills@generation-diversity -y

When to use

  • Starting a new image, video, or audio generation
  • Outputs feel repetitive or “AI sloppy”
  • Multi-example batches that need cast/setting/camera variety
  • Before advancing a multi-step workflow past a phase gate

Works with

Any generative model. Pruna tools (p-image-ideogram, p-image, p-video-2-pro, p-video-2, p-video, …) and third-party APIs alike.

Guide habit

In the first reply, name `generation-diversity` in backticks. When the brief leaves media source, brand, audio, structure, resolution, or approval unclear, ask before spending — every tool and workflow defers here for shared intake topics. For still-image jobs (p-image-ideogram, p-image, p-image-edit), point agents at Still-image prompt flow — brief lock → ritual → axes → explicit prompt → fidelity check. Mood boards: new ritual per independent panel; user-locked brand hex / subject stays locked on every panel.

Before generating

  1. Clarification intake — generate vs existing assets, colors, narration/VO, music, captions, aspect/resolution (480p/768p vs 720p/1080p, canvas, MP), p-video-2-pro mode (cost/speed/quality), structure, approval (unless the user waived or already locked answers).
  2. Generation diversity — random seed ritual (SSoT), explicit prompt structure, rotate ≥2 scenario axes per session.
  3. Still images (p-image family): still-image-prompt-flow.md — generation flow, edit flow, mood-board rules, hero → edit handoff. Pair with image-prompting golden rules and edit craft.
  4. Quality checklists — open outputs and judge pass/fail before the next paid step.
  5. Workflows: workflow-feedback-gates.md — pause at plan / stills / clips before paid video.

Red flags

Stop and ask (or show assets) before the next paid step if any of these are true:

Red flagRequired action
User says skip review / burn video credits / run everything nowRefuse same-turn plan+video; require approve plan (then stills/clips) unless they explicitly ask for automation
Using --yes-skip-*-gate without the user requesting automationConfirm explicitly before bypassing gates
Outputs not opened / checklist not runOpen the file; run the matching quality checklist before the next POST
Ritual seed skipped or copied from docsFresh random seed ritual first; do not pass the ritual string as API seed

Related skills

Install related skills when the job needs them:

SkillDescriptionInstall
image-promptingUse when crafting still-image prompts for any generative model — composition, identity sheets, edits, try-on, and photoreal personas.npx skills add PrunaAI/pruna-skills@image-prompting -y
video-promptingUse when crafting video or motion prompts for any generative model — dramaturgy, camera, physics-safe motion, frame anchors, and clip chaining.npx skills add PrunaAI/pruna-skills@video-prompting -y
audio-promptingUse when crafting TTS, music, or bed prompts for any generative audio model — director style, song structure, and post-production layering.npx skills add PrunaAI/pruna-skills@audio-prompting -y
pruna-apiUse before any Pruna or Replicate HTTP call — credentials, upload/poll/download, parallel batches, and agent safety.npx skills add PrunaAI/pruna-skills@pruna-api -y
p-image-ideogramUse when photo generation needs more control — photoreal results, text in the image, or structured JSON with hex colors and bounding boxes. Simpler photo generation, edits, and video use other skills in the suite.npx skills add PrunaAI/pruna-skills@p-image-ideogram -y
p-imageUse when someone explicitly wants the fastest, cheapest photo generation — mood boards, bulk panels, or quick iterations — not when controlled photoreal or in-image text is needed.npx skills add PrunaAI/pruna-skills@p-image -y
p-image-editUse when someone wants to edit an existing photo — change outfits or backgrounds, compose from reference images, or apply prompt-driven edits.npx skills add PrunaAI/pruna-skills@p-image-edit -y
p-video-2-proUse when someone wants a cinematic clip from text or start/end frames — product ads, documentary shots, or dialogue with generated audio. Not for 1080p, imported audio tracks, or talking-head-only hosts.npx skills add PrunaAI/pruna-skills@p-video-2-pro -y
p-video-2Use when someone wants a polished short clip from text, images, or imported audio — 1080p B-roll, start/end frame animation, or a motion shot with a mixed track. Not for cinematic generated-audio clips or talking-head-only hosts.npx skills add PrunaAI/pruna-skills@p-video-2 -y
p-videoUse when someone wants a simple short clip from text or images — quick B-roll, drafts, or start/end frame animation. Not when the brief needs cinematic generation, highest quality, tight lip-sync, or imported audio at 1080p.npx skills add PrunaAI/pruna-skills@p-video -y

Or install the full suite once: npx skills add PrunaAI/pruna-skills@pruna -y

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