ztxexp SKILL.md skillA
ztxexp from ztxtech/aion is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ztxtech/aion/ztxexp@git:20261012.1709cbfPins git:20261012.1709cbf in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ztxtech/aion
- Path
.opencode/skills/ztxexp/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261012.1709cbf, committed Oct 12, 2026
- First version recorded
- May 24, 2026
- Size
- 16,064 bytes
- Repository stars
- 13
- License
- MIT
In time-series, deep-learning, and LLM projects, use ztxexp to unify experiment config, batch runs, result tracking, ablation analysis, and failure diagnosis.
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
## Debug Prefix Protocol - When called, print this first: `[Skills: ztxexp] Follow: <rules / context constraints that really apply now>; Current step: <one-line note>`. - If this skill clearly depends on one rule, add one more line like `[Rules: <rule>] ...`, then continue with the real work. - The debug prefix should stay stable, short, and easy to grep. # ztxexp ## When To Use If the task matches any of these, this skill must be used first. Without an explicit pass through this skill, the flow must not enter experiment implementation or experiment-directory writes: - benchmark work, ablations, hyperparameter search, multi-seed reproduction, or batch comparison - anything like baseline / ablation / benchmark / run matrix / seed sweep / experiment runner - cases where the experiment run protocol must be standardized so results stay reproducible, aggregatable, and traceable - cases where the engineering directory must converge into the structure `data/`, `evaluation/`, `exp/`, `model/`, `module/`, `outputs/`, `scripts/`, and `main.py` - debugging experiment failure, missing results, missing curves, parallel exceptions, or old runs that cannot be reused …
Read the whole file at its exact version.
How to install
mdr add ztxtech/aion/ztxexp@sha256:6ca623489c379986The line at the top of this page pins the label git:20261012.1709cbf, 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_mwr66iejclt3hruj)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between May 24, 2026 and Oct 12, 2026, about one every 141 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261012.1709cbf latest | 2026-10-12 | 1709cbf | 16,064 B | A | view · diff |
| git:20260524.63fd984 | 2026-05-24 | 63fd984 | 15,351 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 (16064 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
ztxtech/aion · 13 stars · license MIT · pushed 2026-10-13 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_mwr66iejclt3hruj GET https://markdownregistry.com/api/v1/resolve?ref=ztxtech/aion/ztxexp GET https://markdownregistry.com/api/v1/blob/6ca623489c37998696e1717826fb054a408f5925e4a782bff9799b70da19a699
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.