ai-architecture-advisor SKILL.md skillA
ai-architecture-advisor from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/ai-architecture-advisor@v1.7Pins v1.7 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/ai-architecture-advisor/SKILL.md- Versions recorded
- 1
- Latest version
- v1.7, committed Oct 5, 2026
- Size
- 27,124 bytes
- Repository stars
- 101
- License
- MIT
Chooses among AI/ML approaches: classical ML, LLM, RAG, fine-tuning, agents, embeddings, MoE or SSM. Use when picking or scaling an architecture, or self-host vs API.
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
# 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@sha256:329e9df2124879d1The line at the top of this page pins the label v1.7, 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_hqdrm72xlcfcppjh)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 5, 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 (27124 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 · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hqdrm72xlcfcppjh GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/ai-architecture-advisor GET https://markdownregistry.com/api/v1/blob/329e9df2124879d1167262b3a2745ce971935baacf7cf8b0937b7c865a752c7d
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.