Video & Animation

Efficiency layer for motion-graphics/video tasks (HyperFrames, Remotion). Dense table storyboards, verbatim media ledgers, batched frame work, honest render costs. Target 70%+ token reduction on video workflows.

Build tone-adaptive captions from whisper transcripts. Detects script energy (hype, corporate, tutorial, storytelling, social) and applies matching typography, color, and animation. Supports per-word styling for brand names, ALL CAPS, numbers, and CTAs. Use when adding captions, subtitles, or lyrics to a HyperFrames composition. Lyric videos ARE captions — any text synced to audio uses this skill.

Create HyperFrames HTML video compositions. Use when asked to create a video, build an animation, make a composition, add a title card, or generate any HTML-based video content for HyperFrames.

テーマを渡されたら、それを説明するアニメーション動画を Claude Motion で作り、ナレーション（Gemini TTS）とテーマに合う BGM（Lyria）を付けて MP4 にする。「〇〇を説明する動画を作って」「〇〇の紹介動画」「/motion-render 〇〇」、既存の Motion の動画を MP4 にしたいときに使う。

Turn a maths / physics problem into an animated explainer video where the figure and the narration stay in lockstep. Use when asked to make a 讲解视频, 解题视频, explainer video, animated solution, or animated walkthrough for a problem — 立体几何, 解析几何, 函数与导数, 数列, 概率, 物理受力, or any problem with a diagram. Silent by default; when the user wants a voice, generate edge-tts narration with frame-accurate sync, and ship an interactive HTML stepper (with/without audio) alongside. The framework lives in assets/framework. Read this before writing a single line of content.

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.

Produces short films and cinematic shots end to end - Blender scenes, characters rigged from scratch or supplied rigs, face rigs and lip sync, authored body and camera motion with automated QA, then image/video finishing via OpenRouter (Seedance, Veo, Kling, GPT Image, Nano Banana) or other providers, music and editing. Use for films, shots, animatics, character animation or rigging for video. Not for standalone images or playable games.

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.

用代码做快切拼贴风动效短片（撕纸、半调网点、照片拼贴、emoji 贴纸、立体大字、节拍音轨），可选左侧"实时代码面板 + 右侧成片"的展示布局，输出 MP4。Use when the user wants a collage / zine-style motion piece, a product or brand promo animation, a "Claude Motion"-style video where the film is written in code, or to remake/iterate such a video shot by shot.

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".

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.

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".

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".

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.

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.

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.

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.

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".

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.

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".