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- Muse Video Studio — Prompt-to-Film AI Video Workflow
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Muse Video Studio — Prompt-to-Film AI Video Workflow
Battle-tested prompt engineering workflow for AI video generation: six-part prompt templates, multi-segment stitching, and frame-by-frame verification — from prompt to finished film.
$9
Muse Video Studio — Prompt-to-Film AI Video Workflow
Example session with this skill installed
Make me a 10-second Wes Anderson-style travel short: symmetrical pastel composition, a woman with a suitcase, slow push-in. One continuous shot.
- Read your context and instructions
- Compiled the muse video studio
This exact case ran through the skill on 2026-10-05.
Director matching: cinematic-shot-design in director mode → read the wes-anderson.md profile → single 10s shot.
Executable prompt (from the six-part template): 10 seconds, vertical 9:16. 35mm frontal wide, camera parallel to the wall, strict axial symmetry (pink arch + mint shutters + centered sea horizon), extremely slow push-in. SUBJECT: young woman, long straight black hair, cream white dress, holding a mustard-yellow suitcase. SCENE: seaside terrace, daylight, pastel palette limited to four (peach pink / mint / mustard / cream white). BEATS: 0–3s still tableau; 3–7s she turns to the lens (small asymmetric gesture); 7–10s lifts the suitcase, steps forward. CAMERA: locked-off frontal, axial push-in only, no handheld shake. RESTRICTIONS: no asymmetry, no extra people, no text overlays, no color drift.
Verification: 5 frames extracted with extract_frames.py — symmetry ✓, pastels ✓, frontal camera ✓, push-in ✓, turn beat ✓. 5/5 correct.
Outcome: one shot, zero revisions. The director profile's "prompt conversion" section handed over executable phrasing directly — the more specific the constraints, the higher the model's fidelity.
Next steps for your project: 1) pick a director profile or describe your look; 2) get the executable prompt; 3) generate; 4) verify frames against the prompt; 5) revise only what the frames prove wrong.
Connects securely to your tools. The creator never sees your data.
About this skill
A battle-tested, production-grade workflow skill for AI video generation. Not a list of prompt tips — a complete closed loop used in real productions: write the prompt, generate, stitch multi-segment long films, and verify every segment frame by frame.
What's inside:
- Six-part prompt template — a field-tested structure (subject, action, camera, light, sound, restrictions) that turns vague ideas into executable prompts, with beat-by-beat timing for 10-second segments.
- Long-film stitching — single generations cap at ~10 seconds; the workflow splits longer films into segments, continues each from the previous segment's tail frame, and joins them with ffmpeg.
- Frame verification — every segment gets frame-extracted and checked against the prompt before delivery, plus a three-mode AI director review (single clip, multi-version, continuous shots) with evidence-backed publish verdicts.
- Honest capability boundaries — documented model limits (face consistency, reference images, audio/lip-sync needs human verification). No overpromising.
- Case cards — real production cases with prompts, results, deviations, and lessons learned. Failures included, not just wins.
- Director mode (optional) — plugs into cinematic shot-design skills for director-style matching (20+ director profiles) before prompt writing.
Who it's for: creators, marketers, and indie filmmakers producing short-form vertical video (ads, Shorts, Reels, product demos) with AI video models — anyone who wants repeatable, verifiable output instead of prompt lottery.
Why buy it: you get the exact workflow, templates, checklists, and review rubrics from real productions — the difference between "a prompt that sometimes works" and a pipeline that ships.
How to use
Skills on Agensi run inside your AI agent. Copy the prompt, paste it into your agent, and it connects to Agensi and installs this skill for you. If a payment is needed, your agent shows it to you first.
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