Software development In production

Local coding with on-box models

Developers use coding models directly on their own hardware — completion, reviews and refactorings without external API keys and without code leaving the premises.

The challenge

A development team uses cloud-based coding assistants, but that means sending code snippets to external APIs — a problem for sensitive or proprietary codebases, compounded by managing external API keys.

How the stack solves it

Open WebUI acts as a unified chat interface to local coding agents (Codex, OpenCode, gsd-pi) that run on the team's own hardware. Developers use them directly for completion, reviews and refactorings, keeping full control over every change.

How the components work together

Developer extern
Open WebUI · chat
Codex / OpenCode / gsd-pi
In-house codebase extern
Response

The result

The team gets day-to-day coding support without managing external API keys and without code ever leaving its own infrastructure.

Something like this for your company?

Describe your case in the use-case finder, or talk to us about an implementation in the configurator.

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