augustus-train SKILL.md skillA
augustus-train from 24601/augustus is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add 24601/augustus/augustus-train@v0.8.1Pins v0.8.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- 24601/augustus
- Path
research/audits/2026-09-26-081-measurements/vibeproxy/release-agents/skills/augustus-train/SKILL.md- Versions recorded
- 1
- Latest version
- v0.8.1, committed Sep 26, 2026
- Size
- 9,103 bytes
- Repository stars
- 12
- License
- MIT
Builds and improves task-specific decision artifacts from application requirements and labeled records. Use for data assembly, primitive and base-model selection, fitting, export/reload, inference policy, or bounded data/model/program improvement. Includes rules and no-training outcomes; does not require a rung ladder or training a general Jev.
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
# Augustus Train Deliver a runnable task specialist and its evidence, or retain a better incumbent. The artifact may be a rule, classifier, ranker, regressor, adapted encoder, prompted decision, or compiled program. Fit only what the application needs. Load the companion `augustus` skill for placement and composition; this skill carries the chosen component from messy records into inference. ## Start from the application, not a training recipe Write a short executable contract in the application's own files: - **Decision:** input available at decision time, unit of work, target and label vocabulary, output meaning, and downstream action. Separate exact computation, bounded judgment, and freeform generation. A multi-step application can contain several bounded components; test the complete path as well as each component. - **Policy:** action costs or useful outcome metric, hard constraints, ambiguity, missing evidence, invalid output, timeout, abstention/fallback, and authority. Define tie rules and unknown/no-match separately from a real class. - **Acceptance:** incumbent, minimum useful change or non-inferiority margin, …
Read the whole file at its exact version.
How to install
mdr add 24601/augustus/augustus-train@sha256:f623c302c49597b2The line at the top of this page pins the label v0.8.1, 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_fiqmlw4bnlqtd7wh)
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Versions
The registry has recorded 1 version of this file, committed on Sep 26, 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 (9103 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
24601/augustus · 12 stars · license MIT · pushed 2026-09-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_fiqmlw4bnlqtd7wh GET https://markdownregistry.com/api/v1/resolve?ref=24601/augustus/augustus-train GET https://markdownregistry.com/api/v1/blob/f623c302c49597b2a7cd219437fb9f9aed97c964f40bb83e83acda8df1d4365d
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.