ai-architecture-advisor skillA
ai-architecture-advisor is agent-read markdown (skill) from vasilyu1983/ai-agents-public: Chooses among AI/ML approaches: classical ML, LLM, RAG, fine-tuning, agents, multimodal, embeddings/recsys, dense/MoE/SSM/diffusion. Use when picking or scaling an architecture..
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.
What the file says
# AI Architecture Advisor
The **front-door decision skill** for "I have problem X — what should I build with?" It owns
the **choice** — which approach fits, when to promote complexity (and when *not* to), how to
transfer knowledge, how to scale — then **hands off** to the deep skill that owns the depth. It
spans the whole modeling space in one place so you can compare options that normally live in
separate skills side by side:
```text
tabular GBDT · deep net · Transformer/LLM · RAG · fine-tuning · agents
multimodal/omni · embeddings & retrieval · recsys/ranking · model architecture (dense/MoE/SSM/diffusion)
```
No theory dumps — decision tables, elimination logic, tradeoffs, and a pointer to the deep skill.
**The architect's move is to ask before answering.** The amateur hears "build an AI feature"
and reaches for the model they know ("we'll fine-tune Kimi"). The architect first asks: *what
data type? what volume? what task? what's the success metric? do you even need a Transformer?*
The skill that distinguishes an architect is the willingness to say **"for this, CatBoost wins,"**
…Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/ai-architecture-advisor@v1.7mdr add vasilyu1983/ai-agents-public/ai-architecture-advisor@sha256:8962a47e00240750Pin 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_e46twmqtdlkk3ew2)
1 badge views in 30 days
Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.7 latest | 2026-09-23 | 8dc5de4 | 29,445 B | A | view · diff |
| v1.7 | 2026-08-09 | da9d28f | 28,914 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 (29445 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
vasilyu1983/ai-agents-public · 88 stars · license MIT · pushed 2026-09-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_e46twmqtdlkk3ew2 GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/ai-architecture-advisor GET https://markdownregistry.com/api/v1/blob/8962a47e00240750ce5060def9eae717ef9887a59c319ae68a2982a426e8abfe
Your agent 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.