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
| Skill |
Description |
Install |
generation-diversity |
Use 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, 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
- Clarification intake — generate vs existing assets, colors, narration/VO, music, captions, aspect/resolution (720p/1080p, canvas, MP), structure, approval (unless the user waived or already locked answers).
- Generation diversity — random seed ritual (SSoT), explicit prompt structure, rotate ≥2 scenario axes per session.
- 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.
- Quality checklists — open outputs and judge pass/fail before the next paid step.
- 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 flag |
Required action |
| User says skip review / burn video credits / run everything now |
Refuse same-turn plan+video; require approve plan (then stills/clips) unless they explicitly ask for automation |
Using --yes-skip-*-gate without the user requesting automation |
Confirm explicitly before bypassing gates |
| Outputs not opened / checklist not run |
Open the file; run the matching quality checklist before the next POST |
| Ritual seed skipped or copied from docs |
Fresh random seed ritual first; do not pass the ritual string as API seed |
Related skills
Install related skills when the job needs them:
| Skill |
Description |
Install |
image-prompting |
Use 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-prompting |
Use 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-prompting |
Use 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-api |
Use 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-ideogram |
Use 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-image |
Use 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-edit |
Use 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 |
Use when someone wants the best-quality short clip from text, images, or audio — polished B-roll, start/end frame animation, or a motion shot with stronger lip-sync. Not for full multi-scene films or talking-head-only hosts. |
npx skills add PrunaAI/pruna-skills@p-video-2 -y |
p-video |
Use 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 the highest quality or tight lip-sync. |
npx skills add PrunaAI/pruna-skills@p-video -y |
Or install the full suite once: npx skills add PrunaAI/pruna-skills@pruna -y
1---2name: generation-diversity3description: Use when writing any generative prompt — ritual seed, explicit structure, scenario axes, and quality gates before paid API calls.4license: MIT5---67# Generation diversity89Vendor-neutral playbook for **diverse, explicit prompts** and output QA. Apply before every generation on any model (Pruna, Flux, Midjourney, Runway, ElevenLabs, …).1011## Install1213| Skill | Description | Install |14| --- | --- | --- |15| `generation-diversity` | Use 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` |1617## When to use1819- Starting a new image, video, or audio generation20- Outputs feel repetitive or “AI sloppy”21- Multi-example batches that need cast/setting/camera variety22- Before advancing a multi-step workflow past a phase gate2324## Works with2526Any generative model. Pruna tools (`p-image-ideogram`, `p-image`, `p-video-2`, `p-video`, …) and third-party APIs alike.2728## Guide habit2930In the **first reply**, name `` `generation-diversity` `` in backticks. When the brief leaves media source, brand, audio, structure, resolution, or approval unclear, **[ask before spending](./references/clarification-intake.md)** — 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](./references/still-image-prompt-flow.md)** — 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.3132## Before generating33340. **[Clarification intake](./references/clarification-intake.md)** — generate vs existing assets, colors, narration/VO, music, captions, aspect/resolution (720p/1080p, canvas, MP), structure, approval (unless the user waived or already locked answers).351. **[Generation diversity](./references/generation-diversity.md)** — random seed ritual (SSoT), explicit prompt structure, rotate ≥2 scenario axes per session.362. **Still images (`p-image` family):** **[still-image-prompt-flow.md](./references/still-image-prompt-flow.md)** — generation flow, edit flow, mood-board rules, hero → edit handoff. Pair with `image-prompting` golden rules and edit craft.373. **[Quality checklists](./references/generation-quality-checklists.md)** — open outputs and judge pass/fail before the next paid step.384. **Workflows:** [workflow-feedback-gates.md](./references/workflow-feedback-gates.md) — pause at plan / stills / clips before paid video.3940## Red flags4142Stop and ask (or show assets) before the next paid step if any of these are true:4344| Red flag | Required action |45| --- | --- |46| User says skip review / burn video credits / run everything now | Refuse same-turn plan+video; require **approve plan** (then stills/clips) unless they explicitly ask for automation |47| Using `--yes-skip-*-gate` without the user requesting automation | Confirm explicitly before bypassing gates |48| Outputs not opened / checklist not run | Open the file; run the matching quality checklist before the next `POST` |49| Ritual seed skipped or copied from docs | Fresh random seed ritual first; do **not** pass the ritual string as API `seed` |5051## Related skills5253Install related skills when the job needs them:5455| Skill | Description | Install |56| --- | --- | --- |57| `image-prompting` | Use 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` |58| `video-prompting` | Use 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` |59| `audio-prompting` | Use 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` |60| `pruna-api` | Use 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` |61| `p-image-ideogram` | Use 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` |62| `p-image` | Use 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` |63| `p-image-edit` | Use 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` |64| `p-video-2` | Use when someone wants the best-quality short clip from text, images, or audio — polished B-roll, start/end frame animation, or a motion shot with stronger lip-sync. Not for full multi-scene films or talking-head-only hosts. | `npx skills add PrunaAI/pruna-skills@p-video-2 -y` |65| `p-video` | Use 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 the highest quality or tight lip-sync. | `npx skills add PrunaAI/pruna-skills@p-video -y` |6667Or install the full suite once: `npx skills add PrunaAI/pruna-skills@pruna -y`68
PrunaAI