The useful part of an AI video remake is not a one-off export. It is an editable system of shots, caption rules, assets and variables that lets a team change a product, host, language or CTA without rebuilding the video.
Hypit is an open-source video-workflow project for agents such as Codex and Claude Code. It can organize a reference video, a template, or a text brief into a rerunnable video project. Hypit is free to use; Coding Agents, model services and hosting have their own accounts and charges.

Start by understanding structure, then make changeable elements into components, then render and review. Use references and assets you own, are authorized to use, or can otherwise use lawfully. Preserve production structure, not another creator’s people, brands, footage or music.
What Hypit does
Hypit is not a video model. It gives an Agent a video-production language and project structure.
| Layer | Agent responsibility | Human decision |
|---|---|---|
| Content structure | Analyze hook, scenes, captions and rhythm | Audience and single conclusion |
| Visual components | Organize host, product, B-roll and effects | Asset availability and replacement |
| Service calls | Use image, video, voice, transcription or local render | Accounts, budget and quality tier |
| Project handoff | Save an editable, rerunnable workflow | Reviewer and future variables |
The repository states that Hypit has no seat, render or watermark charge, while agents and model services are billed by the provider selected. Ask for a service list, candidate count and maximum cost before generation.
Write a blueprint before generation
Goal: make a 20-second 9:16 product video.
Audience: knows the problem but not the product.
Single claim: the product reduces one slow task to three steps.
Reference: analyze only a reference I can use.
Keep: problem hook, scene rhythm, caption hierarchy and CTA position.
Replace: people, brand, product shots, facts, music and narration.
Deliver: export, editable project, shot list, asset list and cost log.
Accept: claims trace to evidence; captions are correct; mute playback is clear; no prior brand remains.
Goal: make a 20-second 9:16 product video.
Audience: knows the problem but not the product.
Single claim: the product reduces one slow task to three steps.
Reference: analyze only a reference I can use.
Keep: problem hook, scene rhythm, caption hierarchy and CTA position.
Replace: people, brand, product shots, facts, music and narration.
Deliver: export, editable project, shot list, asset list and cost log.
Accept: claims trace to evidence; captions are correct; mute playback is clear; no prior brand remains.
Ask the Agent for a blueprint only: each shot’s purpose, dialogue, caption emphasis, timing, hook, proof, turn, CTA, materials to replace, required brand assets and a new shot list. Approve it before spending generation budget.
Build a low-cost draft first
Install the public Skill:
npx skills add hypit-ai/hypit -g
npx skills add hypit-ai/hypit -g
Start with available footage, code-rendered graphics, captions and basic motion. Hypit documentation says a workflow can render these without a generation model. Validate the first two seconds, subtitle synchronization, mute clarity and one-action ending before using costly generation for hosts, product shots or hard-to-film B-roll.
Make variables explicit, then review the project
Keep product and SKU, host, language, market and hook separate from composition. Check price, inventory, permissions, translation, localization and caption length for each variant. Save prompt, model, seed and asset version for approved shots.
Budget each shot with a candidate cap. Build low-cost drafts before a high-quality render. If a shot exceeds its cap, revisit script or assets rather than generating blindly.
[ ] References, people, music, marks and assets have a valid use path
[ ] Product claims, prices and numbers have evidence
[ ] Voice, captions and transitions stay synchronized
[ ] Target aspect-ratio safe areas keep key information visible
[ ] Brand, links and CTA match the current campaign
[ ] Project, assets, fonts, audio and export are archived
[ ] One reviewer watches muted; another checks facts and brand
[ ] References, people, music, marks and assets have a valid use path
[ ] Product claims, prices and numbers have evidence
[ ] Voice, captions and transitions stay synchronized
[ ] Target aspect-ratio safe areas keep key information visible
[ ] Brand, links and CTA match the current campaign
[ ] Project, assets, fonts, audio and export are archived
[ ] One reviewer watches muted; another checks facts and brand
With ClaudeAPI, keep asset provenance, shot variables, cost records and release review in the same creative workflow.
Hand the agent a production pack before you start
Most rework comes from scattered inputs, not a bad generation run. Create a production pack first: brief.md holds audience, one takeaway, duration, format and CTA; claims.csv holds each claim, its source and approved wording; assets.csv records source and restrictions for people, music, trademarks and media. Keep production assets separate from references that only describe pacing or hierarchy.
| Shot | Duration | What the viewer must learn | Visual source | Generation cap | Acceptance question |
|---|---|---|---|---|---|
| Hook | 0–2s | what problem this is | owned graphic or approved media | 0–2 | Can it be understood muted? |
| Context | 2–6s | where it happens | footage / approved B-roll | 0–3 | Are people and setting cleared? |
| Mechanism | 6–12s | how the product helps | product capture and motion | 0–1 | Is the interface truthful? |
| Proof | 12–17s | why to believe it | verified source or case | 0–1 | Does each number have evidence? |
| Action | 17–20s | what to do next | logo, URL, CTA | 0 | Is there one action only? |
Request a shot sheet before generating media:
Using brief.md, claims.csv and assets.csv, create an editable 20-second 9:16 project.
For every shot list duration, narrative purpose, on-screen copy, asset file, whether generation is allowed, and an attempt cap.
Mark any claim, number or brand element that cannot be traced to the inputs as [NEEDS INPUT].
Keep product_name, market, language, cta_url, voice_id and legal_line as variables.
Using brief.md, claims.csv and assets.csv, create an editable 20-second 9:16 project.
For every shot list duration, narrative purpose, on-screen copy, asset file, whether generation is allowed, and an attempt cap.
Mark any claim, number or brand element that cannot be traced to the inputs as [NEEDS INPUT].
Keep product_name, market, language, cta_url, voice_id and legal_line as variables.
Name variables so one project can become many versions
Lock shot order, type hierarchy and CTA safe areas. Leave language, product, market, URL and voiceover as variables. Change one variable group at a time; changing speaker, product, language, timing and format together makes failures impossible to diagnose.
| Symptom | Unhelpful response | Fix the layer that caused it |
|---|---|---|
| The opening looks good but says nothing | generate more visuals | rewrite the first two-second problem |
| People, product and background drift | make the prompt longer | separate and lock each input layer |
| Captions overflow | shrink every font | remove the second idea from the shot |
| A key shot fails three times | buy more candidates | change the shot purpose or use capture/graphics |
| Localized versions run long | translate word for word | rewrite voiceover locally and re-cut |
Review frame by frame before publication
[ ] The first two seconds identify the subject and audience when muted
[ ] Every feature, price, date and comparison has a traceable source
[ ] People, products, music, trademarks and media are cleared for this use
[ ] Captions have been checked for names, numbers, line breaks and pronunciation
[ ] Generated visuals do not replace information that needs precise wording
[ ] Project, production pack, export and release date are versioned together
[ ] Revision requests cite shot IDs and variable names
[ ] The first two seconds identify the subject and audience when muted
[ ] Every feature, price, date and comparison has a traceable source
[ ] People, products, music, trademarks and media are cleared for this use
[ ] Captions have been checked for names, numbers, line breaks and pronunciation
[ ] Generated visuals do not replace information that needs precise wording
[ ] Project, production pack, export and release date are versioned together
[ ] Revision requests cite shot IDs and variable names
The reusable outcome is not just an exported clip. It is the shot structure, controlled variables and revision trail that the next campaign can start from.



