ai-engineering skillA
ai-engineering is agent-read markdown (skill) from swyxio/skills: Diagnose or improve reliability of a structured, multi-request, rate-limited, or cost-sensitive AI workflow. Use for malformed or truncated outputs, retry/rate-limit failures, unreliable fan-out, cache/resume bugs, or missing run telemetry. Do not use for ordinary prompt edits or simple one-shot model calls..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
How to install
mdr add swyxio/skills/ai-engineering@git:20260828.4aee9fbmdr add swyxio/skills/ai-engineering@sha256:8fd1f72a8f24bed6Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_djkly7houks4s4zu)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260828.4aee9fb latest | 2026-08-28 | 4aee9fb | 7,011 B | A | view · diff |
| git:20260827.32c4a11 | 2026-08-27 | 32c4a11 | 6,567 B | A | view · diff |
| git:20260812.1a9d4d4 | 2026-08-12 | 1a9d4d4 | 6,930 B | A | view · diff |
| git:20260811.a2621d7 | 2026-08-11 | a2621d7 | 5,611 B | A | view · diff |
| git:20260811.2882f5b | 2026-08-11 | 2882f5b | 4,516 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 (7011 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
swyxio/skills · 162 stars · license MIT · pushed 2026-09-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_djkly7houks4s4zu GET https://markdownregistry.com/api/v1/resolve?ref=swyxio/skills/ai-engineering GET https://markdownregistry.com/api/v1/blob/8fd1f72a8f24bed620e882a88beb3500f174bab32ca084d53f8eff816594d305
Your agent does the deals. You hear about the good ones. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.