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I built a POC for an IDE that visually maps and edits architecture using Local AI

A developer built a proof-of-concept IDE called TerminateCode that represents code as an interactive node graph on a canvas, allowing developers to manipulate architecture visually while AI writes the underlying implementation. The IDE maintains a local vector database per project for semantic memory and integrates with HuggingFace GGUF Hub to run models entirely locally, ensuring zero telemetry and IP protection. Built on the Pytron framework, TerminateCode is an experimental approach to bridging high-level system design with low-level code implementation.

read2 min views1 publishedJun 29, 2026

Most "AI IDEs" today are essentially just VS Code forks with a chat UI bolted on. You paste some code into a sidebar, get some code out, and manually copy it over.

While this is incredibly useful, it still forces developers to explain architectural changes through flat text and deal with context window exhaustion. I wanted to experiment with a radically different approach: What if the IDE understood your architecture visually?

So, I built a Proof of Concept (POC) called ** TerminateCode**.

TerminateCode represents your code as an interactive node graph on a canvas, alongside your standard text editor.

The vision is simple: Instead of typing "refactor the auth module to a new layer," you manipulate the architecture visually by dragging nodes on the canvas, and the AI writes the underlying implementation to match your new structure. It bridges the gap between high-level system design and low-level code implementation.

(Insert your Architecture Tab screenshot here)

One of the biggest issues with AI coding is that models quickly forget what you told them 10 prompts ago.

To solve this, TerminateCode maintains a local vector database per project. This creates a semantic "memory" of your codebase. When the AI needs to recall how a specific function is implemented, it queries the local DB rather than forcing you to paste thousands of lines of context into a prompt.

It takes up some disk space, but it saves an enormous amount of tokens and prevents the AI from hallucinating missing context.

Enterprise developers often can't send proprietary code to external APIs.

TerminateCode integrates directly with the HuggingFace GGUF Hub. You can search for, download, and run powerful models (like Qwen or Llama) entirely locally within the IDE.

(Insert your HuggingFace Hub screenshot here)

This means 100% zero telemetry and total intellectual property protection. The AI runs on your hardware.

Because I wanted to prototype this quickly but keep it fully native, I built TerminateCode on top of ** Pytron** (a framework for building desktop apps with Python and web technologies).

Pytron bridges the two seamlessly using OS-native webviews, so it runs much lighter than a standard Electron application.

I want to be completely transparent: This is a highly experimental Proof of Concept.

It is rough around the edges, and there are plenty of bugs to squash. However, the core foundation—the local DB, the GGUF down, the Monaco integration, and the node canvas—is functional.

I am sharing this because I want to see if other developers believe that this "visual architecture" approach is the future of AI-assisted programming.

If you see the vision and want to tinker with the code, or just want to try running local models in an IDE, check out the repository: I'd love to hear your feedback in the comments! Is visual node manipulation the next step for AI coding?

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