Video & Animation

Regression testing strategies for AI-assisted development. Sandbox-mode API testing without database dependencies, automated bug-check workflows, and patterns to catch AI blind spots where the same model writes and reviews code. Use when adding regression coverage to AI-assisted code, or when the same model both wrote and reviewed a change.

Engineering operating model for teams where AI agents generate a large share of implementation output. Use when setting team process, review gates, or ownership rules for a codebase largely written by agents.

Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. Use when building a persistent multi-agent system on Claude Code with its own memory, commands, and scheduling.

Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing. Use when planning or executing engineering work that agents will carry out end to end.

Add x402 payment execution to AI agents with per-task budgets, spending controls, and non-custodial wallets. Supports Base through agentwallet-sdk and X Layer through OKX Payments / OKX Agent Payments Protocol. Use when an agent must pay for something itself and needs per-task budgets, spending controls, and a non-custodial wallet.

Design, implement, and audit inclusive digital products using WCAG 2.2 Level AA. Use when building or auditing UI that must meet WCAG 2.2 Level AA, or when reviewing a change for keyboard, contrast, or screen-reader support.

Use after completing any non-trivial task. The agent self-rates its output on 5 axes — accuracy, completeness, clarity, actionability, conciseness — with concrete evidence per criterion. Produces a structured 1-5 scorecard with specific improvement suggestions.

Full-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline failures, hidden repair loops, and rendering corruption. Produces severity-ranked findings with code-first fixes. Essential for developers building agent applications, autonomous loops, or any LLM-powered feature. Use when an agent or LLM feature misbehaves and the failing layer is unknown, or before shipping an agent stack.

Head-to-head comparison of coding agents (Claude Code, Aider, Codex, etc.) on custom tasks with pass rate, cost, time, and consistency metrics. Use when choosing between coding agents, or when a change to an agent setup needs measured pass rate, cost, and time rather than an impression.

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Turn a speech-led video into two complete story edits based on a retained viral reference. Transcribe with local Whisper, present two full text flows for user approval, then edit and export both in CapCut. Use for 爆紅格式、兩個 flow、先審文字再剪片, especially Cantonese personal-brand videos.

AI Video Studio — Generate and assemble AI video assets with Seedance 2.0, Fish Audio, FFmpeg, CapCut/Jianying drafts, multilingual storyboards, and the scenario-based `drama` pipeline. Use when the user explicitly requests Seedance generation, AI B-roll, short drama, Fish Audio TTS, CapCut/Jianying drafts, multilingual AI variants, or names AI Video Studio. Route general multi-stage video work through video-production-orchestrator, real-footage editing through video-use, and cinematic product/UI films through video-shotcraft.

Audience simulation for short-form clips

YouTube Shorts / TikTok AI video skill

AI short video production pipeline

Faceless frozen-diorama AI videos

把一条或多条本地参考视频反推成可验证、可生成、可在 Agent 对话中直接审阅的原片、镜头帧板、资产库和分段生成方案。用户说‘反推这条视频’‘反推这几个视频’‘这个视频怎么复刻’‘把视频拆成提示词’‘reverse this video’或需要视频复刻前拉片、证据提取、反推包审计时使用；不用于直接生成视频、发布素材、通用剪辑或字幕烧录。

Regroup CapCut template-backed caption word timing metadata and remove filler tokens in CapCut desktop draft JSON. Use when Chinese subtitles, auto-scrolling captions, karaoke/highlight templates, or word-by-word effects split real words apart, show character-level chunks, or need filler words like 呃 removed while preserving compact text-template tracks.

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Agent skill for OpenClip: long videos → captioned viral clips

Edit a video file from your agent with OpenClip - trim, crop, reframe to 9:16 or 1:1, resize, rotate, flip, compress to a target size, or mute the audio. FREE with just an OpenClip account, no subscription. Use when asked to

Generate short vertical UGC-style ad clips from a structured creative brief with OpenClip, picking from a roster of AI creators. Use when asked to

Transcribe video or audio to JSON, SRT, and VTT with speaker diarization and time codes, using OpenClip. FREE with just an OpenClip account, no subscription. Use when asked to