aide-training-phase-b1-dataset-studio SKILL.md skillC
aide-training-phase-b1-dataset-studio 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/aide-training-phase-b1-dataset-studio@git:20260823.df7cbdePins git:20260823.df7cbde in mdr.lock. Pin the fingerprint instead.
- Audit grade
- C, 14 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aide-training-phase-b1-dataset-studio/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260823.df7cbde, committed Aug 23, 2026
- Size
- 2,759 bytes
- Repository stars
- 53
- License
- Apache-2.0
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
# Training Phase B1 — Dataset Studio
## What
A local dataset manager for fine-tuning: import/export ChatML-format JSONL, dedup (exact-hash then normalized), length filtering (tokenized 95th-percentile guidance), chat-template render preview (5-sample eyeball rule), and a locked train/validation split that cannot be silently mutated after eval artifacts exist.
## Why
2026 consensus across all researched guides: dataset quality beats hyperparameter tuning; silent format failures and template drift are the top run-killers; contamination between train and eval invalidates every claim a run makes. The 5-sample render preview catches malformed roles before a multi-hour job, not after.
## Code Plan
- `daemon/dataset-store.mjs` (or node/src service): datasets live under `<workspace>/.aide/datasets/<id>/` — `data.jsonl`, `meta.json` {schema_version, format:'chatml', counts, sha256 of each file, split_seed, split_ratios, locked:boolean}.
…Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-training-phase-b1-dataset-studio@sha256:508b39d65cbea8f1The 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_k4mv7utc5ucqgukf)
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
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2759 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
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_k4mv7utc5ucqgukf GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-training-phase-b1-dataset-studio GET https://markdownregistry.com/api/v1/blob/508b39d65cbea8f1baeb9c8d5a6767eee19067be12488082ad384524c71ad064
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.