pjt222/agent-almanac · i18n/caveman-lite/skills/implement-diffusion-network/SKILL.md

implement-diffusion-network skillA

implement-diffusion-network is agent-read markdown (skill) from pjt222/agent-almanac: Implement a generative diffusion model (DDPM or score-based) with noise scheduling, U-Net architecture, training loop, and sampling procedures including DDIM acceleration. Use when building a generative model for image, audio, or molecular synthesis; implementing DDPM from a research paper; adding a custom noise schedule or conditioning mechanism; replacing a GAN-based generator with a diffusion alternative; or prototyping before scaling with production frameworks like diffusers..

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/implement-diffusion-network@v1.0
Exact content
mdr add pjt222/agent-almanac/implement-diffusion-network@sha256:f00323a34516235f

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_w5hwk5msftbtjdyu.svg)](https://markdownregistry.com/a/art_w5hwk5msftbtjdyu)

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Versions

versioncommittedcommitsizeaudit
v1.0 latest2026-08-17 a784899 18,412 BA view · diff
v1.02026-04-24 b4968e1 18,383 BA view · diff
v1.02026-04-19 e334ebd 18,457 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 (18412 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_w5hwk5msftbtjdyu
GET https://markdownregistry.com/api/v1/resolve?ref=pjt222/agent-almanac/implement-diffusion-network
GET https://markdownregistry.com/api/v1/blob/f00323a34516235f9cf37db6f26a3c0dc9cf0cbdaa3186a9e12d9ba2adec12ca

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