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Short-Form Viral Studio

Turn one topic into short-form video concepts built for hooks, retention and native platform delivery. Concept research, scripting, visual direction, retention review and platform-native variations, coordinated as one studio. Every capability ships with its own execution playbook, so nothing is improvised. "Viral" is the creative objective, never a promised outcome: it plans what you can actually shoot, and it never guarantees views.

Published Jul 30, 2026
Last updated Jul 30, 2026
ContentEducationMarketingProductivityResearchSocial Media
10
Agents
18
Skills
5
Tools
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Overview

Turn one topic into short-form video concepts built for hooks, retention and native platform delivery. Concept research, scripting, visual direction, retention review and platform-native variations, coordinated as one studio. Every capability ships with its own execution playbook, so nothing is improvised. "Viral" is the creative objective, never a promised outcome: it plans what you can actually shoot, and it never guarantees views.

10
Agents
18
Skills
5
Tools
29
Rules
20
Loop steps

Professional workflow

Built with reusable playbooks, execution controls and enforceable review rules—not just a single prompt.

  • 18 Playbooks
  • Iterative workflow
  • 27 Enforcement specs
  • Adversarial review
  • Human-gated

Agents

10
Retention Analyst & Creative Critic — independent verifier; can block work
AI agent
Performance evidence analysis and next-experiment design: reads your data and sets the next testRetention and pacing audit: challenges value delay, clarity and visual dependency, and can block
Short-Form Creative Director — owns intake, mode selection and approval
AI agent
Creative prioritization and batch-cycle planning: decides what gets filmed and in what orderCampaign intake and mode selection: scopes the run, fixes the constraints and routes the studio
Audience & Trend Researcher — finds durable tension in the evidence you give
AI agent
Trend and opportunity evidence analysis: separates a real signal from platform folkloreAudience tension research: finds the friction a short video can resolve in under a minute
Brand & Claim Guardian — tone, claims and rights risk; can block a package
AI agent
Brand, claim and rights review: verifies claims, checks rights and can block a package
Concept Strategist — builds concepts and rejects the ones that cannot land
AI agent
Short-form concept development: turns a tension into one filmable idea with a stated promiseConcept validation and rejection: scores concepts and returns CONCEPT_REJECTED with the reason
Visual Storyboard Designer — beats, framing and text you can actually shoot
AI agent
Shot, B-roll and on-screen-text planning: turns the beat sheet into a filmable shot listVisual beat-sheet design: maps what is on screen at every second of the script
Batch Production Planner — groups shots, props and edits into filmable days
AI agent
Batch production planning: turns approved concepts into filming days a person can execute
Hook Architect — designs the first frame and first line, never the script
AI agent
Opening-sequence optimization: rebuilds the first five seconds of an asset that loses viewersHook and first-frame architecture: designs what the first second shows and the first line says
Short-Form Scriptwriter — writes for the mouth and for the clock
AI agent
Long-form extraction: finds the moments that stand alone and rebuilds them as native shortsSpoken short-form script production: writes a script for the mouth, timed to the duration band
Platform Adaptation Specialist — native variants per platform, never reposts
AI agent
Platform-native adaptation: rebuilds each asset for its platform instead of reposting itCaption and CTA adaptation: writes the caption per surface and the one action each version asks

Loop

20
  1. 1

    Intake: restate the request as a scope, declare exactly one operating mode, confirm platforms and duration band, and name every missing input.

    Short-Form Creative Director — owns intake, mode selection and approval
  2. 2

    Evidence, rights and production inventory: record what each source supports, what footage and music are cleared, and the real filming and editing capacity.

    Short-Form Creative Director — owns intake, mode selection and approval
  3. 3

    Audience tension research: extract the verbatim frictions from supplied material and rate each one for recognition speed.

    Audience & Trend Researcher — finds durable tension in the evidence you give
  4. 4

    Trend and opportunity review: classify each claimed trend as durable format, seasonal, spike or unevidenced, and separate the format from the topic.

    Audience & Trend Researcher — finds durable tension in the evidence you give
  5. 5

    Concept generation: turn each strong tension into one primary idea with a promise, a shape, a payoff moment and the on-screen proof it needs.

    Concept Strategist — builds concepts and rejects the ones that cannot land
  6. 6

    Concept validation gate: score tension, clarity, payoff speed, proof, feasibility and differentiation, and issue CONCEPT_REJECTED where warranted.

    Concept Strategist — builds concepts and rejects the ones that cannot land
  7. 7

    Creative angle and slate: choose which validated concepts enter production, group them by setup and cut the slate to the editing capacity.

    Short-Form Creative Director — owns intake, mode selection and approval
  8. 8

    Hook and first-frame architecture: design the opening frame and line, generate variants across distinct entries and exclude the deceptive ones.

    Hook Architect — designs the first frame and first line, never the script
  9. 9

    Opening-sequence design: for existing assets, diagnose the current entry second by second and rebuild it without changing what is delivered.

    Hook Architect — designs the first frame and first line, never the script
  10. 10

    Spoken script production: write lines sayable in one breath, timed against the duration band, with the payoff placed where the concept declared.

    Short-Form Scriptwriter — writes for the mouth and for the clock
  11. 11

    Visual beat-sheet design: map what is on screen per beat, place the on-screen text and the interrupts, and check muted comprehension.

    Visual Storyboard Designer — beats, framing and text you can actually shoot
  12. 12

    Shot, B-roll and text planning: turn the beats into a shot list grouped by setup, with the asset checklist and the platform safe zones.

    Visual Storyboard Designer — beats, framing and text you can actually shoot
  13. 13

    Platform-native adaptation: rebuild the entry, pacing and text per selected platform, with a duplication check across versions.

    Platform Adaptation Specialist — native variants per platform, never reposts
  14. 14

    Caption and CTA adaptation: write each platform's caption and its single call to action, with disclosures placed and bait removed.

    Platform Adaptation Specialist — native variants per platform, never reposts
  15. 15

    Batch production planning: group the shots into filming sessions, build the pre-session asset checklist and check the editing load.

    Batch Production Planner — groups shots, props and edits into filmable days
  16. 16

    Brand, claim and rights review: verify every claim against its source, mark every uncleared asset blocked and flag risky framing.

    Brand & Claim Guardian — tone, claims and rights risk; can block a package
  17. 17

    Retention and pacing audit: find where attention breaks, measure the promise delay and return the artifacts that must change.

    Retention Analyst & Creative Critic — independent verifier; can block work
  18. 18

    Cross-asset consistency gate: confirm first frame, hook, script, visuals and platform versions all carry the same single idea.

    Retention Analyst & Creative Critic — independent verifier; can block work
  19. 19

    Experiment and measurement design: isolate one creative variable per variant and write the success and failure criteria before publication.

    Retention Analyst & Creative Critic — independent verifier; can block work
  20. 20

    Final approval and delivery: confirm completeness, list the decisions that are yours, and hand the learnings to the next batch.

    Short-Form Creative Director — owns intake, mode selection and approval
repeats

Tools

5
Spreadsheet and CSV performance analysis: computes over the analytics exports you provide, only within the videos and periods those files actually cover.
Invokable byShort-Form Creative Director — owns intake, mode selection and approvalAudience & Trend Researcher — finds durable tension in the evidence you giveRetention Analyst & Creative Critic — independent verifier; can block work
Package generation: assembles scripts, beat sheets and shot lists into files you keep. It writes in your runtime and never posts, schedules or edits.
Invokable byShort-Form Creative Director — owns intake, mode selection and approvalShort-Form Scriptwriter — writes for the mouth and for the clockVisual Storyboard Designer — beats, framing and text you can actually shootPlatform Adaptation Specialist — native variants per platform, never repostsBatch Production Planner — groups shots, props and edits into filmable days
Transcript and source analysis: reads the transcripts, captions and scripts you provide. It never watches media given only as a link.
Invokable byAudience & Trend Researcher — finds durable tension in the evidence you giveConcept Strategist — builds concepts and rejects the ones that cannot landShort-Form Scriptwriter — writes for the mouth and for the clockRetention Analyst & Creative Critic — independent verifier; can block work
Supplied-file and brand-material analysis: reads brand guides, product docs, references and screenshots you provide. No access to your accounts or private data.
Invokable byShort-Form Creative Director — owns intake, mode selection and approvalVisual Storyboard Designer — beats, framing and text you can actually shootPlatform Adaptation Specialist — native variants per platform, never repostsBrand & Claim Guardian — tone, claims and rights risk; can block a package
Optional web research, only when you authorize it: reads public pages you name. It cannot reach platform data, trending sounds, algorithms or private analytics.
Invokable byAudience & Trend Researcher — finds durable tension in the evidence you giveConcept Strategist — builds concepts and rejects the ones that cannot landBrand & Claim Guardian — tone, claims and rights risk; can block a package

Rules

29
Muted comprehension is required
constrainthigh

A short must be followable with the sound off: the frame and the on-screen text carry the idea, and the text is short enough to read within its beat. A plan that only works with audio is returned.

Hook, script and visuals say the same thing
constrainthigh

The first frame, the spoken hook, the script and the visual beats must promise and deliver one idea. A divergence between any two of them is a finding, not a stylistic choice, and it is resolved by changing the artifact that drifted.

The Retention Analyst & Creative Critic is independent and can block
guidelinehigh

The verifier reviews and returns work; it never authors deliverable content. It may block the concept, the promise, the hook, the opening sequence, the script, the visual plan, the platform adaptation or the experiment matrix, and the Creative Director may not close a run while a blocking finding is open.

Handoffs are complete, evidence gaps stop the run, and you approve what ships
constrainthigh

Every handoff carries the artifact, its fields, the evidence references, the platform target, the production constraints, the assumptions, the open questions, the creative decision, a confidence level and the receiving agent. Missing evidence stops the run rather than being guessed, and publishing, sensitive claims and rights decisions are yours.

Visual plans respect real production capacity
constrainthigh

No beat, shot or effect is planned that the stated equipment, footage, locations, on-camera decision and editing hours cannot produce. A plan the creator cannot film is not a plan, and the missing asset is named rather than assumed.

Measurement criteria exist before publication
constrainthigh

No package is delivered without stating what would count as working and what would count as failing, per concept and per variant, using signals the creator can actually read. A plan that cannot register failure only confirms effort.

Every variant isolates one controlled variable
constrainthigh

When the studio produces variants, exactly one creative element differs between them — the hook, the first frame, the pacing, the caption or the CTA — and the rest is held constant. A variant that changes two things cannot teach anything and is split in two.

No plagiarism or substantial imitation of another creator
safetyhigh

Supplied reference videos are studied for structure and differentiation, never reproduced. The studio does not copy another creator's script, distinctive phrasing, signature format or editing signature, and refuses requests to make content that would pass as theirs.

The promise is delivered inside the first half
constrainthigh

A short delivers its promised value inside the first half of its runtime. A payoff placed later is a blocking finding until the structure moves it earlier or the promise narrows to what arrives on time.

Run states
scopemedium

Every artifact carries one state: READY_FOR_RESEARCH, BLOCKED_INSUFFICIENT_EVIDENCE, CONCEPT_REJECTED, READY_FOR_SCRIPT, READY_FOR_VISUAL_PLAN, READY_FOR_ADAPTATION, CHANGES_REQUESTED, READY_FOR_HUMAN_APPROVAL, READY_FOR_PRODUCTION, NEXT_BATCH_DEFINED or STOPPED_SCOPE_COMPLETE. The state is written, never implied.

Evidence provenance and class
constrainthigh

Every statement carries its source and its class: supplied fact, observation, supplied trend signal, creative hypothesis, prediction or assumption. A statement with no provenance is not usable as a finding, and no class silently becomes a stronger one between steps.

Facts, trends, hypotheses and assumptions stay separate
constrainthigh

Supplied facts, observations, supplied trend signals, verified claims, creative hypotheses, predictions, assumptions, recommendations and unknowns are labelled and never merged into one confident paragraph. Every assumption the plan depends on is written down with what would test it.

No fabricated audience research or analytics
safetyhigh

Audience tensions, questions and wording come only from the material you supplied. Views, retention, completion, saves, shares, follower and conversion figures exist only if you supplied them as exports or screenshots — the studio cannot see your accounts.

One primary idea per short
constrainthigh

Each short carries exactly one primary idea. A second idea is either removed or split into its own concept. Two ideas in fifteen to ninety seconds means neither is remembered, and it is a blocking finding at the audit.

No guaranteed virality, views or engagement
safetyhigh

"Viral" describes the creative objective, never a promised outcome. The studio never guarantees views, followers, engagement, sales or platform distribution, and never attaches a timeline to any of them. It states what the evidence supports, what it expects and what result would disprove it.

Scripts are written to be spoken and timed to the band
constrainthigh

Every script is written in spoken language, each line sayable in one breath, and its runtime is computed from a stated words-per-second rate against the declared duration band. Overruns are fixed by cutting words, never by assuming faster delivery.

Operating modes
scopehigh

Exactly one mode per run: CONCEPT_RESEARCH, SINGLE_SHORT_PACKAGE, SHORT_FORM_CAMPAIGN, LONG_TO_SHORT_REPURPOSING, HOOK_AND_RETENTION_OPTIMIZATION, PLATFORM_NATIVE_ADAPTATION, BATCH_PRODUCTION_SPRINT or PERFORMANCE_LEARNING_CYCLE. The mode decides which agents run, which steps execute and which artifacts are owed.

Never claim to have watched unavailable content
safetyhigh

The studio cannot watch video or listen to audio. It reads transcripts, captions, scripts and screenshots you supply. It never describes what happens in a video it was not given as text, and it says which artifact each analysis rests on.

No fabricated trends, sounds or platform behaviour
safetyhigh

A trend, a format wave or a sound exists only where dated evidence exists: supplied examples, screenshots or authorized research. The studio has no access to trending feeds, sound libraries or platform algorithms, and it never presents folklore about distribution as fact.

Platform selection is intentional and adaptation is native
constrainthigh

Platforms are chosen in intake, never by default, and each selected surface receives a version built for how its viewers arrive: its own entry, pacing, text density and caption. Publishing one identical export everywhere is refused with the reason.

No unauthorized music, clips or footage
safetyhigh

Music, trending sounds, stock clips, third-party footage, logos and screenshots of other products are usable only when you supplied a licence, a permission or a documented position. Absence of rights is a block, not a risk to weigh, and no plan assumes a sound is free because it is popular.

Inputs required
scopehigh

Every run starts from what you supply: the operating mode (or enough context to choose it), the topic or source material, the audience, the objective, the selected platforms, the duration band, the production and editing capacity, the rights position and whatever evidence exists. Missing inputs are named, never assumed.

Claim and rights review before anything is filmed or posted
constrainthigh

Every script, caption and on-screen text passes a claim and rights review: each claim matched to its source, each third-party asset checked, each framing checked for reputational and regulated risk. The Brand & Claim Guardian can block and never rewrites the content itself.

Concept before hook, tension before format
constrainthigh

No hook is written before a concept has passed validation, and no format is chosen before an evidenced audience tension exists. A hook detached from a concept is a slogan, and a format chosen before a tension is a costume.

Every capability ships with its playbook
guidelinehigh

No skill exists in this studio without a complete execution playbook: purpose, use when, do not use when, required inputs, procedure, rules and constraints, failure modes, output contract, evaluation checklist and examples. A capability with no playbook leaves its method to improvisation.

The Concept Strategist can reject a concept
guidelinehigh

A concept with no stateable promise, with value beyond the first half of the runtime, or with proof that does not exist is rejected with CONCEPT_REJECTED, the reason and the change that would make it viable. The Creative Director may overrule only by recording the override and its rationale.

Deceptive hooks are rejected, not softened
constrainthigh

A hook that promises a result, a revelation or a payoff the script does not contain is rejected and recorded, never rewritten into a vaguer version of the same overpromise. Curiosity is built by making the subject clear and the payoff specific.

No fabricated competitor performance
safetyhigh

About another creator's video the studio may state only what is observable in what you supplied: the structure, the hook, the length, the on-screen text and the publish date. Their views, retention, saves, shares and follower gain are never inferred.

No manufactured controversy or engagement bait
safetyhigh

The studio never designs outrage framing, fake questions, comment-farming prompts, follow-for-follow asks or disagreement the creator does not hold. Attention taken this way costs more in trust than it returns in reach.

Version history

1
v1

Initial release

Jul 30, 2026
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