ai-native-product SKILL.md skillA
ai-native-product from yannickyamo/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yannickyamo/skills/ai-native-product@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yannickyamo/skills
- Path
ai-native-product/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Feb 7, 2026
- Size
- 15,409 bytes
- Repository stars
- 23
- License
- MIT
Build AI-native products with agency-control tradeoffs, calibration loops, and eval strategies. Use when building AI agents, LLM features, or products where AI handles user tasks autonomously. Part of the Modern Product Operating Model collection.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AI-Native Product Development > "AI products aren't deterministic. They require continuous calibration, not just A/B tests." This skill covers **AI-Native Product Development** — the overlay that modifies discovery, architecture, and delivery when AI is at the core. It addresses the unique challenges of building products where AI agents perform tasks autonomously. **Part of**: [Modern Product Operating Model](https://github.com/yannickYamo/skills) — a collection of composable product skills. **Related skills**: `product-strategy`, `product-discovery`, `product-architecture`, `product-delivery`, `product-leadership` --- ## When to Use This Skill Use this skill when: - Building AI agents that act on behalf of users - Adding LLM-powered features to existing products - Designing human-AI interaction patterns - Deciding how much autonomy to give AI - Setting up eval strategies and calibration loops - Managing the "agency-control tradeoff" **Not needed for**: Traditional software products, ML models used only for backend optimization (no user-facing autonomy) --- ## What Makes AI Products Different ### Traditional Software vs. AI Products …
Read the whole file at its exact version.
How to install
mdr add yannickyamo/skills/ai-native-product@sha256:501dc00461ab16cdThe line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_hca36fifzosm3nwc)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Feb 7, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (15409 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
yannickyamo/skills · 23 stars · license MIT · pushed 2026-10-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hca36fifzosm3nwc GET https://markdownregistry.com/api/v1/resolve?ref=yannickyamo/skills/ai-native-product GET https://markdownregistry.com/api/v1/blob/501dc00461ab16cd95f40c58edd5b8bdaa52cf87cd01a2411f6a2c4b1e32b69a
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.