ai-product-operating-model SKILL.md skillA
ai-product-operating-model from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/ai-product-operating-model@v1.2Pins v1.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/ai-product-operating-model/SKILL.md- Versions recorded
- 1
- Latest version
- v1.2, committed Oct 5, 2026
- Size
- 24,987 bytes
- Repository stars
- 101
- License
- MIT
Designs operating models for AI in product teams. Use when planning platform ownership, provider strategy, data boundaries, evals, or sensitive-data controls.
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 Product Operating Model Design a company-wide operating model for AI in product when the question is bigger than one prompt, one feature, or one model choice. This skill is for organizations that need to align: - product AI feature design - agent and tool-using workflow posture - data boundaries across product, context, and analytics - provider and deployment posture - public-cloud handling of PI or sensitive data - evaluation, rollout, and governance Default posture: - external model APIs first - central platform ownership before federated sprawl - explicit data-plane separation - provider abstraction instead of hard vendor lock-in - risk-tiered controls for sensitive data - evals, telemetry, and rollback before broad rollout - model-lifecycle governance: provider model deprecations treated as planned product events, not surprises - multi-model ops: running more than one frontier provider in production as a standing operating concern ## When to Use This Skill Use this skill when the user asks for: - an AI in product operating model - a company AI platform strategy - an LLM or agent governance model - how product teams should work with central AI/data/platform teams …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/ai-product-operating-model@sha256:ad1323d6b9632032The line at the top of this page pins the label v1.2, 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_d2soqve7ohxnyi5i)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 5, 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 (24987 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
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_d2soqve7ohxnyi5i GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/ai-product-operating-model GET https://markdownregistry.com/api/v1/blob/ad1323d6b96320328959adc671c8ac18fb8b425d528c77bb56aad2a3c3a76640
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.