Video & Animation

The psychology of the first two seconds and the watch-through. Use when writing or diagnosing a hook, opening line, title, thumbnail text, or the pacing of a short-form video/Reel/TikTok/Short, or when a post is getting reach but people aren't watching or reading past the start. Scores an opening on the real levers of attention (open loop, stakes, specificity, pattern interrupt, callout) and the body on retention (pace, visual change, no dead air, payoff timing). Applies to CampusAI (and any venture) social content. Honest attention only. Earn the watch, never bait it. Pairs with campusai-video.

Design a click-worthy YouTube thumbnail from a video topic, optionally with the creator's photo, then score it and revise it. Use when someone wants a thumbnail for a YouTube video, a better version of an existing one, or thumbnail options to compare.

How CampusAI makes its videos, end to end. The plan-first process, recording and capturing the real product from the demo, Raylight for motion design, the Remotion studio for coded films, the beat grammar, how text moves, the palette and camera, captions, sound, export, and the checks before a cut is finished. Use whenever making or editing any CampusAI video, film, reel, TikTok, launch cut, booth loop, animated social post, hero still, or motion graphic, when working in Raylight or Remotion for CampusAI, or when judging whether a cut is ready.

Review an existing YouTube thumbnail and say what to fix first — readability at feed size, subject, text, contrast and how it pairs with the title. Works without a CoverHook account. Use when someone shares a thumbnail and asks for feedback, a critique, or why a video is not getting clicks.

>- Transforme la rediffusion d'un cours (2 à 3 heures, en visio) ou un simple message vocal en shorts verticaux pour TikTok : transcription gratuite sur l'ordinateur, choix des passages les plus forts, sa vraie voix nettoyée et rendue fluide, sous-titres calés mot à mot, image faite de vrais plans vidéo sans visage (nature, ciel, femme voilée de dos) ou dessinée par du code, fond sonore de mer, de pluie ou de vent, MP4 9:16 prêt à publier avec sa fiche. Aucun service payant. Déclenche dès qu'elle dit « fais-moi des shorts de ce cours », « découpe ma rediffusion », « sors les meilleurs passages », « fais un TikTok de ce passage », ou donne le fichier d'un cours ou un message vocal, même sans rien dire d'autre. Déclenche aussi pour corriger un short existant (un mot des sous-titres, une coupe, un plan, le titre, le son), pour installer ou vérifier le skill, et pour ajouter des vidéos à la banque.

Writes the weekly TikTok Ads client report as a plain-language narrative, a scorecard against the client goal, and next-week decisions with owners and approvals, after an integrity check on tracking, lag, and learning status (T04, T05, T07, T10). Use when an agency or freelance TikTok media buyer says "write the weekly TikTok report", "client update is due", "explain this week's TikTok results to the client", "what do we tell the client about CPA going up", or "set up a repeatable TikTok report format".

Turns one proven TikTok ad into N distinct angle scripts, each with hook, body beats, CTA, on-screen text, and a shot list, after deconstructing why the winner worked and checking every claim against product facts and rights. Use when the user says "remix my winning TikTok ad", "give me new angles on this winner", "I need five scripts like this one", "my best ad is wearing out, what next", or pastes a winning transcript and asks for variations.

Finds mature TikTok campaigns, ad groups, and ads that spent past a CPA-based floor with zero reported conversions, after excluding rows still inside the conversion lag, using the wasted_spend.py helper. Use when someone types "where is the wasted spend on TikTok", "which ad groups burn budget with no conversions", "what can we cut before we scale", "zero conversion ads", or "clean this account before the client call".

Writes a complete creator-facing UGC brief for TikTok ads, with viewer situation, one message, three hook options, scene structure, claims allowed and forbidden, do and don't lists, disclosure, usage rights, and a Spark authorization note, plus an internal approval checklist. Use when the user says "write a UGC brief for TikTok", "brief a creator", "I need a creator script with approved claims", "what rights do I need to run this creator video as an ad", or has product facts and needs something a creator can film from.

Reviews TikTok Ads delivery split between the TikTok placement and Pangle or TikTok Ad Network inventory (as labelled in your Ads Manager), testing CPA and downstream quality per placement against T08 and keeping brand safety and suitability as a separate question. Use when a TikTok media buyer says "should we turn off Pangle", "where is our TikTok spend actually going", "automatic placement is eating budget", "network traffic converts badly", "is our TikTok ad showing next to unsafe content", or when a client asks for a placement and brand safety readout.

Reviews TikTok Search Ads search terms and keywords and decides what to add as a keyword, add as a negative, or watch, with match handling as labelled in the account and a lag-aware waste floor. Use when someone types "review our TikTok search terms", "negative keyword list for TikTok Search Ads", "which queries should become keywords", "broad match is bringing junk", or "Search Ads spend with zero conversions".

Scores the opening seconds of TikTok ads by computing 2-second and 6-second view rates and a thumb-stop proxy from ad-level export columns, comparing them with like-for-like ads, and scoring the script opening on a five-point rubric. Use when the user asks "which TikTok hook is weak", "what's my hook rate", "why do people scroll past my ad", wants a hook test plan, or pastes a transcript of the first seconds next to video-view columns.

Detects whether a TikTok ad is tiring by comparing the last seven distinct dates with the preceding seven for frequency and CTR, using the bundled fatigue_scan.py script and a 14-date rule, then builds a control-versus-refresh queue. Use when the user asks "is this TikTok ad fatigued", says CTR is dropping while frequency climbs, wants to know when to refresh TikTok creative, or pastes a daily ad export and asks which ads to replace.

Audits a TikTok Smart+ campaign by mapping what Smart+ automates against what the media buyer still controls (creative supply, audience exclusions, conversion event, budget, bidding), then ranks the risks. Use when someone types "audit our Smart+ campaign", "what does Smart+ actually control", "Smart+ vs manual", "Smart+ spend is up but results are flat", or "can we trust Smart+ with this budget".

Sequences planned TikTok edits around the learning phase, separating urgent repairs from optimisation, naming which edits TikTok itself labels as affecting learning, and ordering one observable action at a time with rollback. Use when someone types "can I edit this ad group during learning", "will this reset the learning phase", "campaign is in learning, what can we change", "sequence these changes", or "the client wants five edits this week".

Turns TikTok Shop and GMV Max reporting into a per-product cost-stack ledger with refunds, affiliate commissions, seller-funded coupons, referral fees, ad spend, COGS, and seller-borne shipping, using gmv_profit.py to flag any incomplete cost stack (T09). Use when a TikTok Shop seller or media buyer says "GMV Max ROI looks great but we are not making money", "is this product profitable on TikTok Shop", "check our TikTok Shop margins", "affiliate commissions are eating us", or before raising a GMV Max budget or ROI target.

Checks TikTok Pixel and Events API health from Events Manager screenshots and an Ads Manager export, covering event match signals, event_id deduplication between browser and server events, parameter completeness on value events, and primary-event drops against stable clicks (T10). Use when a TikTok media buyer says "purchases dropped but clicks are flat", "check our TikTok pixel", "is Events API deduplicating", "Events Manager shows a diagnostic warning", "TikTok value does not match our orders", or before any bid, budget, or scale call that depends on TikTok conversion data.

Strips personal data from TikTok ad comments, clusters them into objections, questions, proof requests, and noise with counts, links each cluster to product facts, and drafts reply options and hook ideas for approval. Use when the user pastes TikTok comments and asks "what are people objecting to", "mine the comments for hooks", "draft replies to these comments", "what do viewers keep asking", or wants an FAQ and creative briefs built from comment themes.

Checks whether a TikTok ad group's bidding strategy fits its goal, budget, and conversion volume using the labels TikTok currently lists (Maximum Results, Target Cost per Result, value options as shown in the account) and asks for a screenshot before mapping any legacy name. Use when someone types "Maximum Results or Target Cost per Result", "Cost Cap vs Lowest Cost on TikTok", "our target CPA is too low and delivery died", "bid strategy check", or "should we use hybrid bidding".

Builds a staged TikTok budget plan with entry gates, one change per observation window, stop rules, and a recorded rollback, using T04, T05, T06, and T10 from the shared register. Use when someone types "can we scale this TikTok campaign", "double the budget on the winner", "how fast can I raise the daily budget", "scale before the sale", or "plan the budget increase for next week".

Reconciles TikTok Ads Manager conversions with GA4, Shopify, CRM, or app analytics using a baseline-ratio method, separating click-through from view-through credit, attribution window and timezone differences, and real tracking drift (T07). Use when a TikTok media buyer or client says "TikTok says 200 sales, Shopify says 90", "GA4 does not show our TikTok conversions", "TikTok ROAS looks too good", "the gap got bigger this month", or "which number do we report to the client".

Multi-agent workflow for cinematic Reels/Shorts: motion graphics, kinetic type, grading, sound, ffmpeg/Remotion. Use for any video edit, Reel, motion-graphics task or edit feedback round.

Manage AList-mounted cloud folders, organize movie and TV libraries with verified metadata IDs, preserve matched subtitles, and audit Japanese media for missing subtitles.

Монтаж сирого talking-head відео (або запису «екран + камера + окремий мікрофон», який скіл сам синхронізує й складає у спліт) у вертикальний ролик 9:16 для Reels/TikTok/Shorts — вирізає паузи й дублі, чистить звук до −14 LUFS, субтитри з підсвіченим словом, наближення на склейках, титул і плашки, картки-роботи, що вилітають ЗА СПИНОЮ спікера (Remotion + маска Robust Video Matting), повноекранні стокові вставки з переходами, фонова музика з приглушенням. Сам встановлює ffmpeg, whisper.cpp, моделі й npm-пакети, якщо їх немає. Використовуй, коли просять змонтувати / обробити / зробити рілс із відео, або /edit-video <файл>. Edit raw talking-head video into a polished vertical reel.