responsible-ai-guardrails SKILL.md skillA
responsible-ai-guardrails from vandanaajaydubey111/great-pm is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vandanaajaydubey111/great-pm/responsible-ai-guardrails@git:20260721.86de099Pins git:20260721.86de099 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vandanaajaydubey111/great-pm
- Path
skills/responsible-ai-guardrails/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260721.86de099, committed Jul 21, 2026
- Size
- 15,676 bytes
- Repository stars
- 3
- License
- MIT
The product-side (not legal-side) safety playbook for shipping AI features — input/output filtering, confidence thresholds, hallucination grounding, escalation, disclosure, a red-team product checklist, and a PM-owned pre-ship safety gate. Grounded in the NIST AI RMF (Map/Measure/Manage), Google PAIR, and OWASP LLM guidance. Complements regulatory skills (ai-regulation, india-fintech, us-fintech) — those are legal; this is safety engineering.
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
# Responsible AI guardrails — the PM-owned safety gate A pre-launch model review is **not enough.** The teams that ship AI safely treat safety as a property of the *running product*, integrated into the development lifecycle with a feedback loop that connects risk-testing directly to product and policy decisions. This is the recurring PM dilemma stated honestly: **ship this quarter, or invest in evals + red-teaming + runtime guardrails first?** This skill exists to make that a deliberate, documented decision rather than a default. Crucially, this is **product-craft safety, not legal compliance.** `ai-regulation`, `india-fintech`, and `us-fintech` cover the regulatory and legal obligations. This skill covers the *engineering* of safety — the guardrails, thresholds, red-team scenarios, and disclosures a PM owns regardless of what the law requires. It is also distinct from `ai-evals`: evals *measure quality*; this *manages safety and risk*. ## The lifecycle: Map → Measure → Manage Borrowed from the NIST AI Risk Management Framework, this is the loop safety runs on — continuously, not once: - **Map** — enumerate what the feature can do and what could go wrong: …
Read the whole file at its exact version.
How to install
mdr add vandanaajaydubey111/great-pm/responsible-ai-guardrails@sha256:89677b813bde0405The line at the top of this page pins the label git:20260721.86de099, 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_hjdqfpzxibd6nv33)
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Versions
The registry has recorded 1 version of this file, committed on Jul 21, 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 (15676 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
vandanaajaydubey111/great-pm · 3 stars · license MIT · pushed 2026-09-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hjdqfpzxibd6nv33 GET https://markdownregistry.com/api/v1/resolve?ref=vandanaajaydubey111/great-pm/responsible-ai-guardrails GET https://markdownregistry.com/api/v1/blob/89677b813bde04052f48b26921c021e8604c62fcac26bc8ef714b64c5c7d8ecb
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.
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