# genpark-int8-symmetric-per-tensor-quantizer-skill

> genpark-int8-symmetric-per-tensor-quantizer-skill — alphaparkinc-genpark-int8-symmetric-per-tensor-quantizer-skill. Use this tool when you need to optimize large language models (LLMs) by reducing memory usage and improving computational efficiency through symmetric INT8 quantization. It solves problems related to model size and inference speed by quantizing weights and activations, while providing telemetry on signal-to-noise ratio (SNR) and mean squared error (MSE) reconstruction. The tool takes LLM models as input and outputs quantized models with telemetry data, ideal for use cases where model deployment and inference speed are critical.

Canonical page: https://skillsregistry.net/skills/alphaparkinc-genpark-int8-symmetric-per-tensor-quantizer-skill  
JSON: https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-int8-symmetric-per-tensor-quantizer-skill

## Description

Symmetric INT8 per-tensor and per-channel quantization engine for LLM weights and activations, with SNR and MSE reconstruction telemetry.

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

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

## Source

- **Source listing:** [GitHub](https://github.com/alphaparkinc/genpark-int8-symmetric-per-tensor-quantizer-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-int8-symmetric-per-tensor-quantizer-skill"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-int8-symmetric-per-tensor-quantizer-skill` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-int8-symmetric-per-tensor-quantizer-skill/pull`

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