# genpark-unified-memory-moe-expert-offload-runtime-skill

> genpark-unified-memory-moe-expert-offload-runtime-skill — alphaparkinc-genpark-unified-memory-moe-expert-offload-runtime-skill. Use this tool when you need to optimize memory usage and accelerate expert offloading in large-scale models, particularly those utilizing KTransformers style architectures. It solves problems related to memory constraints and slow inference times by providing a unified memory MoE expert offload runtime with PCIe prefetch capabilities. This skill takes in model configurations and outputs optimized runtime environments, ideal for use cases involving massive transformer models and high-performance computing applications.

Canonical page: https://skillsregistry.net/skills/alphaparkinc-genpark-unified-memory-moe-expert-offload-runtime-skill  
JSON: https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-unified-memory-moe-expert-offload-runtime-skill

## Description

Unified memory MoE expert offload runtime with PCIe prefetch (KTransformers style)

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/alphaparkinc/genpark-unified-memory-moe-expert-offload-runtime-skill)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "alphaparkinc-genpark-unified-memory-moe-expert-offload-runtime-skill"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-unified-memory-moe-expert-offload-runtime-skill` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-unified-memory-moe-expert-offload-runtime-skill/pull`

---
SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt