pjt222/agent-almanac · i18n/caveman-lite/skills/deploy-ml-model-serving/SKILL.md

deploy-ml-model-serving skillA

deploy-ml-model-serving is agent-read markdown (skill) from pjt222/agent-almanac: Deploy machine learning models to production serving infrastructure using MLflow, BentoML, or Seldon Core with REST/gRPC endpoints, implement autoscaling, monitoring, and A/B testing capabilities for high-performance model inference at scale. Use when deploying trained models for real-time inference, setting up REST or gRPC prediction APIs, implementing autoscaling for variable load, running A/B tests between model versions, or migrating from batch to real-time inference..

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-ml-model-serving@v1.0
Exact content
mdr add pjt222/agent-almanac/deploy-ml-model-serving@sha256:78b4995cb99094d5

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_qaruxlnmrzqprkt6.svg)](https://markdownregistry.com/a/art_qaruxlnmrzqprkt6)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
v1.0 latest2026-08-17 a784899 13,600 BA view · diff
v1.02026-04-23 eb36d45 13,571 BA view · diff
v1.02026-04-19 e334ebd 13,626 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 (13600 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_qaruxlnmrzqprkt6
GET https://markdownregistry.com/api/v1/resolve?ref=pjt222/agent-almanac/deploy-ml-model-serving
GET https://markdownregistry.com/api/v1/blob/78b4995cb99094d58f687f2d5e0e4daf79cc58a6a75271ad3584ee705d6c0e28

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