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.
What is a Runtime Handoff?
What it does
- Performance evidence analysis and next-experiment design
- Retention and pacing audit
- Creative prioritization and batch-cycle planning
- Campaign intake and mode selection
Give it
- The operating mode, or enough context for the Short-Form Creative Director to propose one.
- The topic or source material, the brand or creator context, the target audience and the content objective.
- The selected platforms, the desired duration, the content format, the speaking style and the on-camera or faceless decision.
- The production reality: filming capacity, editing capacity, locations, equipment, visual assets and the footage inventory.
Get back
- Studio intake brief with the mode, the platforms, the production envelope and the rights position.
- Source and evidence inventory, audience tension map and opportunity map.
- Concept backlog, concept validation scorecard and rejection register.
- Creative angle and prioritized slate grouped by filming setup.
Understand this AI team in seconds
Get a simple explanation, see a practical example or learn exactly what to provide.
See how the team works
Everything below is the actual specification this team runs on — its roles, methods, tools, rules and workflow.
Professional workflow
What is a playbook?
What is a verifier?
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
10What is an agent?
What is a skill?
Workflow
20What is a workflow?
- 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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Tools
5What is a tool?
Rules
29What is a rule?
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.
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 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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
"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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Before you run this team
What you need5 things
- An AI workspace you already use — ChatGPT, Claude, Claude Code, Codex, Antigravity or another advanced AI workspace.
- Model access and usage handled by that workspace: AigentHub provides the team structure and operating instructions, not the model.
- The inputs listed above, ready to paste or attach when you start the run.
- Optional: 5 tools this team can use — only when your workspace actually provides them.
- A person available to approve the 6 decisions this team is never allowed to take alone.
AI workspace
What it does not include
- No AI model, tokens or subscription — your AI workspace provides those.
- No hosted execution: AigentHub prepares the team, your workspace runs it.
- No automatic integrations and no credentials of any kind.
- No background monitoring, scheduled runs or unattended work.
- No external or irreversible action without a tool your workspace really provides and, where required, your approval.
It always waits for a person4 approval gates
- Publishing or scheduling anything: the studio prepares packages, it never posts.
- Using music, clips, footage, logos or screenshots you did not produce.
- Claims about people, companies, products or results, and anything in a regulated subject.
- Filming commitments that cost money: locations, talent, equipment or props.
How it works4 steps
- 1Choose the team.
- 2Provide the task and the evidence it needs.
- 3Run the prepared instructions in your AI workspace.
- 4Review the team's final output and decide what happens next.
The AI workspace provides the model and execution environment. AigentHub provides the team structure and operating instructions.
Where you can run it6 workspaces
Best for: Documents and analysis · Strategy and decisions · Writing and structured reviews · Shorter workflows
Best for: Large files and code · Long, multi-step workflows · Real tool use · Iterative execution and the complete Runtime Handoff
Example
Example only“Turn a topic, source material and audience evidence into short-form video packages that can actually be filmed, tested and learned from — one primary idea per short, a promise delivered inside the first half, visuals within the production envelope, a native…”
- Studio intake brief with the mode, the platforms, the production envelope and the rights position.
- Source and evidence inventory, audience tension map and opportunity map.
- Concept backlog, concept validation scorecard and rejection register.
- Creative angle and prioritized slate grouped by filming setup.
View full example
- The operating mode, or enough context for the Short-Form Creative Director to propose one.
- The topic or source material, the brand or creator context, the target audience and the content objective.
- The selected platforms, the desired duration, the content format, the speaking style and the on-camera or faceless decision.
Short-Form Viral Studio would then work through its workflow and hand you the artifacts above.
Illustrative example, built from this team's own declared inputs and outputs. Nothing has been run here — your AI workspace produces the actual result.
Version history
1Initial release
Reviews
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How you would use this
What you provide
- The operating mode, or enough context for the Short-Form Creative Director to propose one.
- The topic or source material, the brand or creator context, the target audience and the content objective.
- The selected platforms, the desired duration, the content format, the speaking style and the on-camera or faceless decision.
- The production reality: filming capacity, editing capacity, locations, equipment, visual assets and the footage inventory.
- The tone and brand voice, the CTA or desired action, the factual sensitivity, the rights constraints, the success metric and the publication horizon.
- Whatever evidence exists: transcripts, long-form videos, podcasts, articles, product documentation, audience comments, FAQs, analytics exports, retention graphs, previous scripts and shorts…
What you receive
- Studio intake brief with the mode, the platforms, the production envelope and the rights position.
- Source and evidence inventory, audience tension map and opportunity map.
- Concept backlog, concept validation scorecard and rejection register.
- Creative angle and prioritized slate grouped by filming setup.
- Hook library with per-variant promises and the excluded deceptive entries.
- Spoken script with its timing map and payoff timestamp.
- Visual beat sheet, shot list, B-roll plan, on-screen-text plan and asset checklist.
- Studio intake brief with the mode, the platforms, the production envelope and the rights position.
- Source and evidence inventory, audience tension map and opportunity map.
- Concept backlog, concept validation scorecard and rejection register.
- Creative angle and prioritized slate grouped by filming setup.
- Hook library with per-variant promises and the excluded deceptive entries.
- Spoken script with its timing map and payoff timestamp.
Who does the work
What happens
- 1Intake: 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
- 2Evidence, 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
- 3Audience 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
- 4Trend 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
- 5Concept 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
- 6Concept 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
- 7Creative 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
- 8Hook 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
Decisions that stay yours
- Publishing or scheduling anything: the studio prepares packages, it never posts.
- Using music, clips, footage, logos or screenshots you did not produce.
- Claims about people, companies, products or results, and anything in a regulated subject.
- Filming commitments that cost money: locations, talent, equipment or props.
Tools or accounts you need
- Spreadsheet and CSV performance analysis: computes over the analytics exports you provide, only within the videos and periods those files actually cover.
- Package generation: assembles scripts, beat sheets and shot lists into files you keep. It writes in your runtime and never posts, schedules or edits.
- Transcript and source analysis: reads the transcripts, captions and scripts you provide. It never watches media given only as a link.
- Supplied-file and brand-material analysis: reads brand guides, product docs, references and screenshots you provide. No access to your accounts or private data.
- Optional web research, only when you authorize it: reads public pages you name. It cannot reach platform data, trending sounds, algorithms or private analytics.
An example run
IllustrationTurn a topic, source material and audience evidence into short-form video packages that can actually be filmed, tested and learned from — one primary idea per short, a promise delivered inside the first half, visuals within the production envelope, a native…
- The operating mode, or enough context for the Short-Form Creative Director to propose one.
- The topic or source material, the brand or creator context, the target audience and the content objective.
- The selected platforms, the desired duration, the content format, the speaking style and the on-camera or faceless decision.
- Studio intake brief with the mode, the platforms, the production envelope and the rights position.
- Source and evidence inventory, audience tension map and opportunity map.
- Concept backlog, concept validation scorecard and rejection register.
- Creative angle and prioritized slate grouped by filming setup.
Illustrative example, built from this team's own declared inputs and outputs. Nothing has been run here — your AI workspace produces the actual result.
Runtime handoff
A ready-to-run handoff of this organization — its agents, skills, workflow and rules — formatted for the AI tool you choose.
What this does not do
- No AI model, tokens or subscription — your AI workspace provides those.
- No hosted execution: AigentHub prepares the team, your workspace runs it.
- No automatic integrations and no credentials of any kind.
- No background monitoring, scheduled runs or unattended work.
- No external or irreversible action without a tool your workspace really provides and, where required, your approval.