vllm-glm45-optimization

Audit PR diffs and generate release-ready dossiers for GLM-4.5 series in vLLM.

721|65|Updated Apr 1, 2026

Search Tags:#performance #optimization #vllm #moe #diff-dossier #pr-history #glm-4.5

Ready to run

npx skills add https://github.com/BBuf/AI-Infra-Auto-Driven-SKILLS --skill vllm-glm45-optimization

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: vllm-glm45-optimization
Source: https://github.com/BBuf/AI-Infra-Auto-Driven-SKILLS/tree/main/skills/model-optimization/vllm/vllm-glm45-optimization
Command: npx skills add https://github.com/BBuf/AI-Infra-Auto-Driven-SKILLS --skill vllm-glm45-optimization

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

PR-backed optimization for GLM-4.5 family in vLLM, enabling teams to audit, debug, extend, and document GLM-4.5 text, GLM-4.5V, GLM-4.5-Air, shared MoE routing, and tool/reasoning parser behavior in vLLM.

Core Features & Use Cases

PR-backed optimization workflow to audit diffs and produce production-ready dossiers for GLM-4.5 series in vLLM.
Cross-version coverage including GLM-4.5, GLM-4.5V, and GLM-4.5-Air, with MoE routing considerations and reasoning/parser documentation.
Guidance for documenting changes, validating performance, and ensuring compatibility with the vLLM architecture.

Quick Start

Run the latest GLM-4.5 optimization plan against the vLLM codebase and verify performance and parser behavior.

Frequently Asked Questions about vllm-glm45-optimization

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I optimize GLM-4.5 models in vLLM using PR history?▼

You can streamline GLM-4.5 optimization in vLLM by applying structured diff-audit checks against PR histories to produce release-ready dossiers for reproducible performance improvements.

Does vLLM support GLM-4.5V and GLM-4.5-Air MoE routing optimization?▼

Yes, vLLM optimization workflows support GLM-4.5, GLM-4.5V, and GLM-4.5-Air, specifically addressing shared MoE routing behavior and tool or reasoning parser documentation across these versions.

What is a diff dossier for GLM-4.5 vLLM performance tuning?▼

A diff dossier for GLM-4.5 vLLM tuning is a structured document capturing PR-backed code changes, enabling teams to systematically audit, debug, and validate MoE routing and parser compatibility.

Can I audit tool and reasoning parser behavior for GLM-4.5 in vLLM?▼

Yes, you can audit tool and reasoning parser behavior for GLM-4.5 in vLLM by aligning PR histories with the vLLM architecture to document changes and validate parser compatibility.

How do I validate vLLM architecture compatibility when extending GLM-4.5?▼

Validate vLLM architecture compatibility when extending GLM-4.5 by running diff-audit checks against PR histories to ensure changes align with core systems before producing release-ready dossiers.