augustus SKILL.md skillA
augustus 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@v0.8.2-devPins v0.8.2-dev in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- 24601/augustus
- Path
.agents/skills/augustus/SKILL.md- Versions recorded
- 21
- Latest version
- v0.8.2-dev, committed Sep 27, 2026
- First version recorded
- Sep 19, 2026
- Size
- 11,108 bytes
- Repository stars
- 12
- License
- MIT
Find, build, evaluate, and improve systems using decision models. Use for bounded classification, routing, ranking, Choice/Score/Noul, decision-model composition, evaluation harnesses, prompt/program hill climbing, and Software 3.0 workflows across software, business, organizations, and life. Separate models, code, and human judgment. TypeSafe Jev is the default hosted exemplar. Not for straightforward arithmetic, prose rewriting, or provider setup alone.
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 Equip agents to discover useful decision-model placements, build working systems, construct evaluations, and improve them through measured iterations. Use mathematical, statistical, scientific, and algorithmic methods across AI, software, business, knowledge work, organizations, and life. This is an engine for agent work, not a survey to imitate or a claim of autonomous deployment. The central model is: **evidence → bounded judgment → explicit policy → checked action → observed outcome** TypeSafe Jev (Choice, Score, Noul) is this project's default hosted exemplar, a preference rather than a claim of universal superiority or market share. The class also includes trained classifiers, open decision heads, encoders, constrained autoregressive readouts, rankers, and vision scorers. Choose a family by its objective and evidence requirements. This is an independent skill, not a TypeSafe product. For assembling training data, fitting a task-specific model, compiling a decision function, or improving a trained artifact, load the companion `augustus-train` skill. Use this skill for placement, composition and outcome …
Read the whole file at its exact version.
How to install
mdr add 24601/augustus/augustus@sha256:3346d80a25a5a33eThe line at the top of this page pins the label v0.8.2-dev, 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_izqe7djxxm2f5h7d)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 21 versions of this file, between Sep 19, 2026 and Sep 27, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.8.2-dev latest | 2026-09-27 | 686e5f6 | 11,108 B | A | view · diff |
| v0.8.1 | 2026-09-26 | 4ba9d21 | 11,104 B | A | view · diff |
| v0.8.1-dev | 2026-09-26 | 432e467 | 11,108 B | A | view · diff |
| v0.8.0 | 2026-09-26 | 94a43ad | 11,104 B | A | view · diff |
| v0.8.0-dev | 2026-09-26 | 5b7610b | 11,108 B | A | view · diff |
| v0.8.0-dev | 2026-09-24 | 763c41b | 10,747 B | A | view · diff |
| v0.7.2 | 2026-09-23 | 30b6033 | 10,743 B | A | view · diff |
| v0.7.2-dev | 2026-09-23 | 2a40dd1 | 10,747 B | A | view · diff |
| v0.7.1 | 2026-09-23 | 3c96a61 | 10,743 B | A | view · diff |
| v0.7.1-dev | 2026-09-23 | 92133bf | 10,747 B | A | view · diff |
| v0.7.1-dev | 2026-09-23 | f33ed61 | 10,275 B | A | view · diff |
| v0.5.1 | 2026-09-21 | 3e3fa42 | 186,706 B | A | view · diff |
| v0.5.1 | 2026-09-21 | e178310 | 185,749 B | A | view · diff |
| v0.5.1 | 2026-09-21 | eaba901 | 184,637 B | A | view · diff |
| v0.5.1 | 2026-09-21 | 1442ea6 | 183,667 B | A | view · diff |
| v0.5.1 | 2026-09-21 | bdb0acb | 182,762 B | A | view · diff |
| v0.3.0 | 2026-09-20 | 320aff9 | 174,383 B | A | view · diff |
| v0.3.0 | 2026-09-20 | 7ef9613 | 160,546 B | A | view · diff |
| v0.3.0 | 2026-09-20 | b844cb6 | 150,886 B | A | view · diff |
| v0.3.0 | 2026-09-20 | ccf100b | 143,791 B | A | view · diff |
| v0.3.0 | 2026-09-19 | 51bc85d | 137,161 B | A | view |
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 (11108 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_izqe7djxxm2f5h7d GET https://markdownregistry.com/api/v1/resolve?ref=24601/augustus/augustus GET https://markdownregistry.com/api/v1/blob/3346d80a25a5a33eb1d83cf87d8c4b87b6d0e108d81fb10d17bf6300ae6e1ef4
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.