anonymousnomad/aide-sovereign-workbench · skills/packs/curriculum-learning-design/SKILL.md

curriculum-learning-design skillA

curriculum-learning-design is agent-read markdown (skill) from anonymousnomad/aide-sovereign-workbench: Design and implement curriculum learning for small from-scratch LLM pretraining. Covers difficulty metrics (compression ratio, MTLD, Flesch Reading Ease, code complexity), curriculum strategies (vanilla, pacing-based, interleaved), pacing functions (linear, concave, convex), and CL-as-warmup. Use when designing the pretraining data ordering for the 150M rebuild, choosing difficulty signals, or debugging curriculum-related training instability..

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 anonymousnomad/aide-sovereign-workbench/curriculum-learning-design@git:20260823.df7cbde
Exact content
mdr add anonymousnomad/aide-sovereign-workbench/curriculum-learning-design@sha256:b49921db3a8fb675

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

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Versions

versioncommittedcommitsizeaudit
git:20260823.df7cbde latest2026-08-23 df7cbde 6,989 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 (6989 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

anonymousnomad/aide-sovereign-workbench · 23 stars · license Apache-2.0 · pushed 2026-09-17 · branch covert-production

API

GET https://markdownregistry.com/api/v1/artifacts/art_g6dt5ml3xh2f7g7t
GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/curriculum-learning-design
GET https://markdownregistry.com/api/v1/blob/b49921db3a8fb67536ff3f98c6f831dbfef048c7659933b513e796b28cf196b6

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