AI is reshaping development work, but this issue of CODE Magazine keeps the focus on the engineering choices behind the tools. The September/October 2026 edition brings together practical explorations of local language models, responsible AI-assisted coding, cloud architecture, and application design.
AI for developers, with engineering judgment intact
Sahil Malik walks through a local coding assistant built around Gemma 4 12B, Ollama, Python, and Visual Studio Code. Wei-Meng Lee takes a broader look at model adaptation, explaining the differences among feature extraction, partial and full fine-tuning, and LoRA. Sonu Kapoor considers the other side of AI-assisted development: how teams can gain speed without letting reviews, tests, security, and architectural discipline slip.
Cloud,.NET, and systems that work across platforms
The issue also ranges beyond model tooling. Articles examine how to apply Azure’s Well-Architected Framework in practice, build cross-platform applications with WebAssembly, and coordinate specialized agents into multi-agent workflows using Microsoft Agent Framework and C#.
Practical detail alongside bigger questions
Across these features, the recurring theme is thoughtful implementation. Local AI raises questions about privacy and workflow; cloud migration calls for ongoing attention to cost, reliability, security, and operations; and multi-agent systems benefit from deliberate coordination rather than treating one agent as a universal solution. An editorial on YAGNI adds a useful reminder that engineering assumptions may need to change as a project’s needs evolve.
For working software professionals
This issue will interest developers and technology practitioners following applied AI, large language models, Azure, WebAssembly,.NET, and C#. It offers several distinct entry points into current development questions, from building a local AI coding tool to making broader decisions about architecture and team practice.
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