matlab/agent-skills-playground · demos/embedded-ai-deployment/skills/embedded-ai-deployment/SKILL.md

embedded-ai-deployment skillA

embedded-ai-deployment is agent-read markdown (skill) from matlab/agent-skills-playground: Deploy AI models to embedded hardware using MathWorks tools (MATLAB, Simulink, Embedded Coder). Covers two workflow patterns: (1) MathWorks-native or 3P-imported models rebuilt as dlnetwork for lean hardware (Cortex-M, DSP), (2) direct C/C++ code generation from PyTorch and LiteRT models for high-performance hardware (Cortex-A, x86, GPU). Trigger when: user wants to deploy AI to embedded targets; generate C/CUDA from neural networks; compress AI models for MCU/DSP; integrate AI in Simulink for s.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add matlab/agent-skills-playground/embedded-ai-deployment@v1.0
Exact content
mdr add matlab/agent-skills-playground/embedded-ai-deployment@sha256:2a58649582195270

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_3zewb2s2qw4uryy7.svg)](https://markdownregistry.com/a/art_3zewb2s2qw4uryy7)

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Versions

versioncommittedcommitsizeaudit
v1.0 latest2026-09-10 051eea2 13,499 BA view · diff
v1.02026-06-04 8f24365 13,464 BA view · diff
v1.02026-05-29 61d5a1f 13,540 BA view · diff
v1.02026-05-28 3baa846 11,779 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (13499 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

GitHub

matlab/agent-skills-playground · 176 stars · license NOASSERTION · pushed 2026-09-10 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3zewb2s2qw4uryy7
GET https://markdownregistry.com/api/v1/resolve?ref=matlab/agent-skills-playground/embedded-ai-deployment
GET https://markdownregistry.com/api/v1/blob/2a58649582195270718cb843fda500ce082c60ee6b07e8cb1aa7399adbb7863a