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Use Case

Developers

Private coding assistance. Your code stays local.

AI coding assistance equivalent to GitHub Copilot — running on hardware you own. Your proprietary code never leaves your machine.

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The IP argument

Your proprietary code is your competitive advantage.

When you use GitHub Copilot, your code is sent to Microsoft's servers for inference. When you paste code into Claude, it's transmitted to Anthropic's infrastructure. This isn't speculation — it's how these products work architecturally.

For developers working on proprietary algorithms, client codebases, or anything under NDA, that's a meaningful exposure. Your code represents your work and your clients' trust. Sending it to a third party's AI pipeline isn't obviously the right call.

Local AI with Cline in VS Code gives you the same quality of assistance — multi-file edits, codebase understanding, function generation, refactoring — but the model runs on hardware you own. Your source code is read locally, processed locally, and the edits are applied locally.

With Qwen 2.5-Coder 32B running on a Mac Studio, the quality is genuinely comparable to Copilot. It's not a compromise; it's a choice about where the inference happens.

Specific use cases

What developers use it for

  • Cline in VS Code for AI-assisted coding — completions, generation, refactoring
  • Code review and multi-file refactoring
  • Documentation and test generation
  • Architecture planning and exploration
  • Natural language queries over your codebase
  • Ollama API for building AI into your own applications

Recommended setup

Cline

AI coding in VS Code — understands your codebase, makes multi-file edits, runs on Ollama locally. The local Copilot alternative.

Ollama API

OpenAI-compatible API for building AI into your own applications and scripts. Included in every setup.

Recommended models

Qwen 2.5-Coder 32BBest local coding model — purpose-built for code
DeepSeek R1 32BComplex reasoning and architectural decisions

Individual Developer

$1,999

Standard setup — Ollama, Cline config, coding models, security hardening, handoff call.

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Development Team

From $2,999

Professional setup — shared Ollama server, multi-developer Cline config, custom workflows, 30-day support.

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Code with AI. Keep your code private.

Book a consultation. We'll configure Cline and Ollama on your Mac with the best coding models for your hardware.

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