ai-product SKILL.md skillB
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
ai-product from hybridlabor-api/aos is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hybridlabor-api/aos/ai-product@git:20261007.97ebebfPins git:20261007.97ebebf in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hybridlabor-api/aos
- Path
skills/global_config/ai-product/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261007.97ebebf, committed Oct 7, 2026
- First version recorded
- Jul 27, 2026
- Size
- 20,593 bytes
- Repository stars
- 6
- License
- Apache-2.0
Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production.
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 Development Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM integration patterns, RAG architecture, prompt engineering that scales, AI UX that users trust, and cost optimization that doesn't bankrupt you. ## Principles - LLMs are probabilistic, not deterministic | Description: The same input can give different outputs. Design for variance. Add validation layers. Never trust output blindly. Build for the edge cases that will definitely happen. | Examples: Good: Validate LLM output against schema, fallback to human review | Bad: Parse LLM response and use directly in database - Prompt engineering is product engineering | Description: Prompts are code. Version them. Test them. A/B test them. Document them. One word change can flip behavior. Treat them with the same rigor as code. | Examples: Good: Prompts in version control, regression tests, A/B testing | Bad: Prompts inline in code, changed ad-hoc, no testing - RAG over fine-tuning for most use cases | Description: Fine-tuning is expensive, slow, and hard to update. RAG lets you add …
Read the whole file at its exact version.
How to install
mdr add hybridlabor-api/aos/ai-product@sha256:927520363f146841The line at the top of this page pins the label git:20261007.97ebebf, 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_p2q2fcvdqtxpm4gw)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 27, 2026 and Oct 7, 2026, about one every 18 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261007.97ebebf latest | 2026-10-07 | 97ebebf | 20,593 B | B | view · diff |
| git:20261007.5ed94c2 | 2026-10-07 | 5ed94c2 | 20,115 B | B | view · diff |
| git:20260912.72cd8a3 | 2026-09-12 | 72cd8a3 | 19,806 B | B | view · diff |
| git:20260827.e9312a3 | 2026-08-27 | e9312a3 | 19,801 B | B | view · diff |
| git:20260727.48beb34 | 2026-07-27 | 48beb34 | 19,783 B | B | view |
Audit of the latest version
- fail: No prompt-injection phrasing (matched: Ignore all previous instructions)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (20593 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 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
hybridlabor-api/aos · 6 stars · license Apache-2.0 · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_p2q2fcvdqtxpm4gw GET https://markdownregistry.com/api/v1/resolve?ref=hybridlabor-api/aos/ai-product GET https://markdownregistry.com/api/v1/blob/927520363f146841d3a488dadfdf2f5e822dce8857f8b00956477439c36e994e
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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