Non-animation creative direction for HyperFrames videos. Use for design spec (frame.md / design.md) handling, palettes, typography, narration, beat planning, audio-reactive visuals, composition patterns, and brand / style decisions. For atomic motion patterns and scene blueprints, use `hyperframes-animation`.
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Brand, pacing, style, narration, and composition direction. Use after the technical contract from hyperframes-core is in place.
For motion patterns, scene blueprints, transitions, and CSS marker effects, use hyperframes-animation — this skill is intentionally non-animation.
Read these two FIRST for any non-trivial composition — they override web instincts:
references/house-style.md— "interpret the prompt, generate real content," the lazy-default list, and the background/foreground layer recipe. This is what turns a literal restyle into a concept.references/video-composition.md— video-medium scale, depth, and foreground detail. It explains how to avoid empty web-page layouts without imposing a universal element count.Skipping these is the single biggest cause of generic, web-page-looking output. They are not optional rows in the routing table below — for anything beyond a one-line edit, open both before you choose colors or write HTML.
frame.md → design.md → DESIGN.md) and how to parse it (frontmatter = normative, prose = context) are defined once in references/design-spec.md — resolve and load per that doc.frame-presets/ (adopt a FRAME.md as frame.md; see references/design-spec.md)references/visual-styles.mdreferences/house-style.mdreferences/design-picker.mdreferences/beat-direction.md. For scene transitions, jump to hyperframes-animation/transitions/.references/motion-principles.md (high-level guardrails), then go to hyperframes-animation for atomic rules.| Topic | Read |
|---|---|
Adopt a ready-made frame-preset as frame.md (optional) | frame-presets/ · references/design-spec.md |
| Default palettes, motion, typography, lazy defaults to question | references/house-style.md |
| Named style presets, mood-to-style routing | references/visual-styles.md |
| Palette-specific color tokens | palettes/*.md |
| Composition patterns — PiP, text-behind-subject, title card, slide show | references/composition-patterns.md |
| Stats / infographic presentation | references/data-in-motion.md |
| Structured expansion for open-ended prompts | references/prompt-expansion.md |
| Video-medium density, scale, color, frame composition | references/video-composition.md |
| Per-beat direction, rhythm planning, transition timing | references/beat-direction.md |
| Post-authoring spec verification (colors, type, corners, spacing, depth) | references/design-adherence.md |
| High-level motion guardrails and GSAP-quality rules | references/motion-principles.md |
| Font selection, pairings, rendered-video type guardrails | references/typography.md |
| Story doctrine — hook language, value-before-evidence, storyboard-as-proposal | references/story-spine.md |
| Script pacing, tone, openings, number pronunciation | references/narration.md |
| Precomputed audio bands mapped to motion | references/audio-reactive.md |
scripts/contrast-report.mjs — inspect contrast warnings from rendered frames.scripts/extract-audio-data.py — pre-extract audio bands for audio-reactive compositions.scripts/package-loader.mjs — support script for bundled creative tooling.contrast-report.mjs resolves helper packages from the current project first, then can bootstrap the bundled HyperFrames package version. Set HYPERFRAMES_SKILL_PKG_VERSION=<version> only when running the skill outside the bundled CLI/skill install and you need to pin that bootstrap version explicitly.
Run from the repo root with explicit paths, for example:
python skills/hyperframes-creative/scripts/extract-audio-data.py <audio-file>
Animation analysis (animation-map.mjs) lives in hyperframes-animation/scripts/.
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Train and optimize AI agents using Microsoft's Agent Lightning framework with reinforcement learning. Use when setting up agent training, instrumenting agents with tracing, configuring LightningStore, implementing reward functions, or optimizing prompts with RL/APO algorithms.
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Post-run self-evaluation system that scores agent output on correctness, clarity, actionability, and conciseness. Use after /team runs, skill executions, or when explicitly asked to evaluate output quality.
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Create AI marketing videos for ads, promos, product launches, and brand content. Models: Veo, Seedance, Wan, FLUX for visuals, Kokoro for voiceover. Types: product demos, testimonials, explainers, social ads, brand videos. Use for: Facebook ads, YouTube ads, product launches, brand awareness. Triggers: marketing video, ad video, promo video, commercial, brand video, product video, explainer video, ad creative, video ad, facebook ad video, youtube ad, instagram ad, tiktok ad, promotional video, launch video
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Use when building AI features into a product: LLM integration, RAG pipelines, guardrails, streaming, AI UX, prompt engineering, or AI cost control. Treats prompts as code and validates every model output.
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Your AI research and engineering brain trust. 59 named personas across 8 cells covering frontier labs, applied product, model architecture, reasoning/RL/agents, alignment and interpretability, theory and science of DL, multimodal and…
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Use when designing a new REST or GraphQL API, reviewing an API spec before implementation, setting team API standards, or migrating REST to GraphQL. Covers resources, HTTP semantics, pagination, error handling, and pitfalls.
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