corpus-curation SKILL.md skillA
corpus-curation 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/corpus-curation@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/corpus-curation/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260823.df7cbde, committed Aug 23, 2026
- Size
- 9,159 bytes
- Repository stars
- 53
- License
- Apache-2.0
Gold-standard pretraining corpus pipeline for the FSI-FELON models (trek 16.9M, felon 28M, Sopher/cipher 150-300M). Use whenever inventorying, grading, filtering, deduplicating, mixing, or budgeting training data, or deciding what enters or leaves the shared ~1B-token high-quality corpus. Encodes the standing operating order: the training pipeline must be the best in the world for its budget — data quality is the entire strategy for small models.
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
# Corpus Curation — The 1B-Token Gold-Standard Pipeline Small models have near-zero tolerance for bad tokens. The literature is unanimous: Phi-1 textbook-quality beat 10x-larger web-trained models; LIMA's 1,000 curated examples beat 65K uncurated; Cosmopedia's dedup + diversity decided the outcome; DataMan's multi-axis quality criteria catch what PPL alone misses. **For our pipeline, every token must be earned: present, real, verified, deduplicated, and placed in the right mix for the right model.** ## Source of Truth - Master inventory + grades: `E:\FSI-FELON\TRAINING_PIPELINE.md` (append-only, every source listed with size, token estimate, grade, verdict) - Running state: `E:\FSI-FELON\AGENT_NOTES.md` - Doc GENERATION rules (separate skill): `gold-training-docs` + `kd-corpus-production` - Training-run discipline (separate skill): `training-from-scratch` ## Grading Scale (every source gets a letter) | Grade | Meaning | Verdict | |---|---|---| | A | Verified, real, executable: code that parses (AST), executed outputs with real numbers, high-signal bug/verification journals, curated real project docs | KEEP, weight high | …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/corpus-curation@sha256:3a8242ab57b3a615The 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_63zs5kkcmohkbgzg)
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 (9159 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_63zs5kkcmohkbgzg GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/corpus-curation GET https://markdownregistry.com/api/v1/blob/3a8242ab57b3a615e00ac794fa371423eee32c4a366a8839b08c022a509a318c
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.