pjt222/agent-almanac · i18n/caveman-lite/skills/deploy-edge-ai-model/SKILL.md

deploy-edge-ai-model skillA

deploy-edge-ai-model is agent-read markdown (skill) from pjt222/agent-almanac: Deploy machine learning models to edge devices using Google AI Edge Gallery, TensorFlow Lite, ONNX Runtime, and MediaPipe. Covers model quantization (INT8/INT4), on-device inference with Gemma 4 models, Android/iOS deployment via AI Edge Gallery, hardware delegate selection (GPU/NPU/DSP), and performance benchmarking on constrained devices. Use when deploying models to mobile phones, IoT devices, or embedded systems where cloud inference is impractical due to latency, cost, or connectivity const.

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 pjt222/agent-almanac/deploy-edge-ai-model@v1.0
Exact content
mdr add pjt222/agent-almanac/deploy-edge-ai-model@sha256:b8aabed8b7f3a3cc

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_ifh66imjv3qkaavx.svg)](https://markdownregistry.com/a/art_ifh66imjv3qkaavx)

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Versions

versioncommittedcommitsizeaudit
v1.0 latest2026-08-17 a784899 17,546 BA view · diff
v1.02026-06-05 75ded7a 17,517 BA view · diff
v1.02026-04-23 eb36d45 17,576 BA view · diff
v1.02026-04-19 e334ebd 17,631 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 (17546 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

pjt222/agent-almanac · 33 stars · license MIT · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ifh66imjv3qkaavx
GET https://markdownregistry.com/api/v1/resolve?ref=pjt222/agent-almanac/deploy-edge-ai-model
GET https://markdownregistry.com/api/v1/blob/b8aabed8b7f3a3cc3679f15322e1a04ed6640092f910c1e4745fad593409ec18

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.