anti-trash-data-doctrine SKILL.md skillA
anti-trash-data-doctrine from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add anonymousnomad/aide-sovereign-workbench/anti-trash-data-doctrine@git:20260823.df7cbdePins git:20260823.df7cbde in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/anti-trash-data-doctrine/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260823.df7cbde, committed Aug 23, 2026
- Size
- 11,100 bytes
- Repository stars
- 53
- License
- Apache-2.0
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…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Anti-Trash Data Doctrine — What Big Tech Actually Does One line: for small models, data quality is the entire strategy; every token must be earned (proven: phi-1 1.3B + 6B textbook tokens beat 10x-larger web-trained models; LIMA 1,000 curated beat 65K uncurated). "No trash" is not an aspiration — it is an ordered pipeline with gates, and the order matters. ## Research Basis (primary sources, condensed to the applied rule) | Source | What they actually did | Applied rule | |---|---|---| | GPT-3 (OpenAI, 2020) | Classifier (logistic regression, HashingTF features) trained on WebText/Wikipedia/books vs raw Common Crawl; Pareto resampling alpha=9; MinHashLSH fuzzy dedup (10 hashes, ~10% removed); 13-gram benchmark-contamination removal | (1) Train a classifier on curated-positive vs raw-negative to SCORE documents; resample by score. (2) Fuzzy dedup before training. (3) Remove benchmark-overlapping n-grams + 200-char windows; drop docs split into >10 contaminated pieces. | …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/anti-trash-data-doctrine@sha256:9549e37eb2679f7dThe line at the top of this page pins the label git:20260823.df7cbde, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ice7vvamctokxk2r)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 23, 2026.
Audit of the latest version
- 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
anonymousnomad/aide-sovereign-workbench · 53 stars · license Apache-2.0 · pushed 2026-10-26 · 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
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.