u04425-experiment-design-for-nutrition-and-meal-planning
Operate the "Experiment design for nutrition and meal planning" capability in production for nutrition and meal planning workflows. Use when mission execution explicitly requires this capability and outcomes must be reproducible, policy-gated, and handoff-ready.
Best use case
u04425-experiment-design-for-nutrition-and-meal-planning is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Operate the "Experiment design for nutrition and meal planning" capability in production for nutrition and meal planning workflows. Use when mission execution explicitly requires this capability and outcomes must be reproducible, policy-gated, and handoff-ready.
Teams using u04425-experiment-design-for-nutrition-and-meal-planning should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/u04425-experiment-design-for-nutrition-and-meal-planning/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How u04425-experiment-design-for-nutrition-and-meal-planning Compares
| Feature / Agent | u04425-experiment-design-for-nutrition-and-meal-planning | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Operate the "Experiment design for nutrition and meal planning" capability in production for nutrition and meal planning workflows. Use when mission execution explicitly requires this capability and outcomes must be reproducible, policy-gated, and handoff-ready.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Experiment design for nutrition and meal planning ## Why This Skill Exists This skill hardens a generated capability for production execution so nutrition and meal planning workflows remain deterministic, auditable, and fail-closed under risk. ## When To Use Use this skill only when the request explicitly needs `Experiment design for nutrition and meal planning` in nutrition and meal planning and a downstream consumer requires contract-bound artifacts. ## Step-by-Step Implementation Guide 1. Validate production trigger criteria: explicit capability request, approved source-tagged inputs, and named downstream consumer. 2. Enforce deterministic normalization workflow with pinned mapping/ruleset versions and stable serialization order. 3. Apply explicit determinism tolerance checks (score delta <= 0.005 absolute; identical input must produce zero artifact hash drift). 4. Execute fail-closed validation gates (schema, determinism, policy-risk) and block output on any failure. 5. Require explicit human sign-off token for high-risk runs before publication or downstream routing. 6. Emit handoff envelope with artifact paths, gate results, risk tier, and approval state for the next stage. ## Deterministic Workflow Constraints - Replay score variance: <= 0.005 absolute per item. - Artifact hash drift for identical replay: 0 allowed. - Time-dependent fields allowed only in metadata and excluded from scoring. ## Validation Gates 1. **schema-gate** — all required fields present and schema-valid; otherwise block and return error bundle. 2. **determinism-gate** — replay output within tolerance; otherwise quarantine and escalate. 3. **policy-risk-gate** — policy and risk checks pass; otherwise block routing. 4. **approval-gate-high-risk** — if risk is high, require human sign-off token; otherwise fail closed. ## Handoff Contract - Inputs: source-tagged signals, claims, evidence, confidence traces, run context. - Outputs: deterministic artifact, scorecard, and handoff envelope with approval metadata. - Routing rule: forward only when every gate passes; high-risk requires explicit sign-off token. ## Immediate Hardening Additions - Fixture: `fixtures/minimal-valid.json` - Regression case: `tests/regression-case.md` - Machine-readable summary: `hardening-summary.json`
Related Skills
web-design-guidelines
Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility", "audit design", "review UX", or "check my site against best practices".
vibe-techdesign
Create a Technical Design Document for your MVP. Use when the user wants to plan architecture, choose tech stack, or says "plan technical design", "choose tech stack", or "how should I build this".
ui-ux-designer
Create interface designs, wireframes, and design systems. Masters user research, accessibility standards, and modern design tools.
ui-ux-design-system
Expert in building premium, accessible UI/UX design systems for SaaS apps. Covers design tokens, component architecture with shadcn/ui and Radix, dark mode, glassmorphism, micro-animations, responsive layouts, and accessibility. Use when: ui, ux, design system, shadcn, radix, tailwind, dark mode, animation, accessibility, components, figma to code.
ui-designer
Generate and serve live HTML/CSS/JS UI designs from natural language prompts. Use when the user asks to design, create, build, or prototype a website, landing page, UI, dashboard, web page, or frontend mockup. Also triggers on requests to update, tweak, or iterate on a previously generated design. Replaces traditional UI design + frontend dev workflow.
ui-design
Applies consistent renderer UI/UX implementation patterns using a Vercel-inspired white theme, strong accessibility defaults, and repository component conventions.
ui-design-styles
Comprehensive guidance for applying modern UI design styles, including Soft UI, Dark Mode, Flat Design, Neumorphism, Glassmorphism, and Aurora UI Gradients. Use when a user asks to: (1) Apply a specific UI style to a project, (2) Create a modern, visually appealing UI prototype, (3) Improve accessibility while following design trends, or (4) Understand the technical implementation of specific UI effects like frosted glass or soft shadows.
ui-design-create-component
Guided component creation with proper patterns Use when: the user asks to run the `create-component` workflow and the task requires multi-step orchestration. Do not use when: the task is small, single-step, and can be completed directly without orchestration overhead.
ui-design-a11y
无障碍设计审查与修复能力。
u2615-regression-sentinel-design-for-household-logistics
Operate the "regression sentinel design for household logistics" capability in production for regression sentinel design for household logistics workflows. Use when mission execution explicitly requires this capability and outcomes must be reproducible, policy-gated, and handoff-ready.
tool-design-style-selector
Use when you need to define or converge a project's visual direction. Scan project documentation to identify intent, then produce a design-system.md (either preserve existing style or pick from 30 presets). Triggers: design system, design spec, UI style, visual style, design tokens, color palette, typography, layout. Flow: scan → intent → (gate) preserve vs preset → deploy design-system.md after confirmation → (default) implement UI/UX per design-system.md (plan first, then execute).
test-pyramid-design
Design optimal test pyramids with unit/integration/E2E ratios. Identify anti-patterns and recommend architecture-specific testing strategies.