# Using local Gemma and Qwen models to triage OpenClaw issues and pull requests

DevFeed: [Using local Gemma and Qwen models to triage OpenClaw issues and pull requests](<https://devfeed.tech/articles/we-got-local-models-to-triage-the-openclaw-repo-for-free-7341.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/local-models-pr-triage>)

Author: Onur Solmaz; ben burtenshaw; shaun smith

Published: 2026-06-22T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [OpenClaw](<https://devfeed.tech/topics/openclaw.md>), [Agent Harness](<https://devfeed.tech/topics/agent-harness.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [gemma](<https://devfeed.tech/topics/gemma.md>), [qwen](<https://devfeed.tech/topics/qwen.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agent-harness](<https://devfeed.tech/tags/agent-harness.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [free](<https://devfeed.tech/tags/free.md>), [gemma](<https://devfeed.tech/tags/gemma.md>), [guide](<https://devfeed.tech/tags/guide.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [open-source-collab](<https://devfeed.tech/tags/open-source-collab.md>), [openclaw](<https://devfeed.tech/tags/openclaw.md>), [pull-requests](<https://devfeed.tech/tags/pull-requests.md>), [qwen](<https://devfeed.tech/tags/qwen.md>), [real-time](<https://devfeed.tech/tags/real-time.md>)

## AI overview

The article describes using local Gemma and Qwen models in an agent harness to classify and triage issues and pull requests in the OpenClaw repository. It presents local execution as a way to support near-real-time notifications without relying on a paid hosted-model quota, using structured outputs and a finite label set.

## Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.