Case study / Secure AI
Secure coding agents for team workflows
Codex and Claude made available through familiar team interfaces and isolated cloud workspaces with controlled access.
Production context
Controlled team accessProduction context
Isolated executionProduction context
Review gatesThe challenge
The operating problem.
Teams wanted the leverage of coding agents without giving conversational tools unrestricted access to repositories, credentials, networks, or sensitive history.
The engineering
What was built.
Identity, repository scope, short-lived credentials, network boundaries, review gates, and reproducible workspaces were controlled outside the conversation layer.
Outcomes
What the system made possible.
- Coding agents available where teams already collaborate
- Repository and credential access constrained by policy
- Reviewable changes and reproducible execution environments
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