anonymousnomad/aide-sovereign-workbench · skills/packs/anti-trash-data-doctrine/SKILL.md

anti-trash-data-doctrine skillA

anti-trash-data-doctrine is agent-read markdown (skill) from anonymousnomad/aide-sovereign-workbench: The Big Tech data-quality doctrine — zero-tolerance "no trash" rules for building high-quality training corpora, researched from primary sources (OpenAI GPT-3, Meta Llama 3, Microsoft phi-1, DeepSeek, HF FineWeb, Ai2 Dolma 3, Stanford DSIR, perplexity pruning). Covers the ordered filtering pipeline (cheap heuristics -> dedup -> classifiers), dedup granularity (exact -> MinHash -> substring), quality scoring (classifiers, reference-model perplexity, importance resampling), contamination removal, .

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/anti-trash-data-doctrine@git:20260823.df7cbde
Exact content
mdr add anonymousnomad/aide-sovereign-workbench/anti-trash-data-doctrine@sha256:9549e37eb2679f7d

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_ice7vvamctokxk2r.svg)](https://markdownregistry.com/a/art_ice7vvamctokxk2r)

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Versions

versioncommittedcommitsizeaudit
git:20260823.df7cbde latest2026-08-23 df7cbde 11,100 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 (11100 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_ice7vvamctokxk2r
GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/anti-trash-data-doctrine
GET https://markdownregistry.com/api/v1/blob/9549e37eb2679f7d6e0238ea8de5f82c4edd08b07407dd02e74c520d56b467a0

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