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Secure AI / Software delivery

Secure coding agents for real engineering teams

How Codex, Claude, and other coding agents can work with repositories and teams without receiving permanent, unrestricted access.

The chat interface is not the security boundary

Slack, a web app, or an IDE can be the place where a request begins. Identity, repository scope, credentials, networking, execution, and approval should be enforced by systems outside the conversation.

Give every task an isolated workspace

A clean, reproducible workspace limits cross-project leakage and makes it easier to understand exactly which repository, branch, tools, and network destinations an agent can reach.

Prefer short-lived authority

Repository tokens, cloud credentials, and deployment permissions should be scoped to the task and expire quickly. The agent should receive the smallest authority required to complete the approved work.

Keep humans at consequential gates

Agents can investigate, write, test, and propose changes. Reviews, production deployment, destructive operations, and access expansions should remain visible and attributable.

Built around a real operating decision

Want to apply this to a real system?

Design a secure coding-agent workflow