anonymousnomad/aide-sovereign-workbench · skills/packs/comprehension-engineering/SKILL.md

comprehension-engineering skillA

comprehension-engineering is agent-read markdown (skill) from anonymousnomad/aide-sovereign-workbench: Encoding the anti-memorization corpus doctrine. Use whenever building or scaling training data (pretraining or post-training) for a small from-scratch model and the goal is a model that UNDERSTANDS what it learns, REMEMBERS it, KNOWS it — and never merely memorizes surface patterns. Governs diversity-by-evolution, interleaving, retrieval/testing signals, reasoning-trace preservation, contrastive structure, and the near-dup audits and paraphrase-robust evals that MEASURE comprehension. Complement.

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/comprehension-engineering@git:20260823.df7cbde
Exact content
mdr add anonymousnomad/aide-sovereign-workbench/comprehension-engineering@sha256:f432eeb1a456de54

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_rcc2cgioijgtloux.svg)](https://markdownregistry.com/a/art_rcc2cgioijgtloux)

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Versions

versioncommittedcommitsizeaudit
git:20260823.df7cbde latest2026-08-23 df7cbde 8,969 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 (8969 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_rcc2cgioijgtloux
GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/comprehension-engineering
GET https://markdownregistry.com/api/v1/blob/f432eeb1a456de54fd89eaf9fca8f25c84ae216a7704f4fb3b5d6b3b15764dcb

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