fortunto2/solo-factory · skills/model-shrink/SKILL.md

solo-model-shrink skillA

solo-model-shrink is agent-read markdown (skill) from fortunto2/solo-factory: Take a trained neural model to devices — ONNX export, int8 quantization, Core ML conversion, on-device benchmarking, download-on-demand delivery. Use when user says "сожми модель", "quantize the model", "convert to Core ML / ONNX", "model is too big for the app", "run the model on iPhone/Android/web", or an ML feature needs to ship inside a mobile/web app. Do NOT use for training or fine-tuning models, or for LLM API integration (that's app plumbing, not model porting)..

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 fortunto2/solo-factory/solo-model-shrink@v1.0.0
Exact content
mdr add fortunto2/solo-factory/solo-model-shrink@sha256:a8d911568dc322de

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_q3xxyss4xks4gu4n.svg)](https://markdownregistry.com/a/art_q3xxyss4xks4gu4n)

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Versions

versioncommittedcommitsizeaudit
v1.0.0 latest2026-08-18 d43181b 6,180 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 (6180 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

fortunto2/solo-factory · 18 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_q3xxyss4xks4gu4n
GET https://markdownregistry.com/api/v1/resolve?ref=fortunto2/solo-factory/solo-model-shrink
GET https://markdownregistry.com/api/v1/blob/a8d911568dc322ded320fa33941800ef18f3162c22bc50e9609021fb1f1454e9

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