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AI Enthusiast

Qwen3-Coder-Next + MXFP8: The 128GB Local LLM That Runs Predictably

A deep dive into Qwen3-Coder-Next, the 80B MoE model that brings powerful local development within reach. Learn why this 2026 release matters for developers who value control, predictability, and consistent results.

Mihai Perdum•February 4, 2026

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AI Enthusiast

AI Agent Control Protocols: The Missing Link in LLM Engineering

A systematic approach to controlling how AI agents behave when working on software projects. Addresses the fundamental problem that AI models are unpredictable by default.

Gabriela Perdum

Jan 28, 2026

AI Enthusiast

The Obedience Trade-off: Why I Swapped Claude Code for Zed + GLM-4.7

Autonomous AI agents are impressive, but their "helpfulness" often leads to unauthorized changes. After Claude Code silently removed rate limiters and rewrote my email templates, I found a more reliable alternative in the Zed Editor paired with GLM-4.7. Description: A technical deep-dive into the risks of "Vibe Coding" and AI overreach. This post analyzes a real-world incident where an autonomous agent broke production features while fixing bugs, and explores why the strict instruction-following capabilities of Zhipu's GLM-4.7 model inside the Zed editor offer a safer, more deterministic workflow for serious engineering.

Gabriela Perdum

Jan 24, 2026

AI Enthusiast

Introducing the MCP Document Processor: A Practical Tool for Document Processing

Discover how the MCP Document Processor helps AI agents work with document formats more effectively. This Model Context Protocol server provides tools for reading PDFs with OCR and creating DOCX and Excel files. Tested with Qwen3-8b-VL for vision processing and GLM-4.7-REAP for cloud models, it handles document structure, table extraction, and professional document generation with practical styling options.

Gabriela Perdum

Jan 19, 2026

Atlassian Insights & Tutorials

Qwen3-Coder-Next + MXFP8: The 128GB Local LLM That Runs Predictably

More Articles

AI Agent Control Protocols: The Missing Link in LLM Engineering

The Obedience Trade-off: Why I Swapped Claude Code for Zed + GLM-4.7

Introducing the MCP Document Processor: A Practical Tool for Document Processing