A developer asks GitHub Copilot for help fixing a function. It reads context from their project and quietly embeds a leaked API key in a markdown link. The developer hits copy, pastes it into Slack, and just like that, your company’s secrets are exposed.

Welcome to the new class of security threats in the age of AI. No malware. No phishing. Just smart tools doing what they're told — sometimes by the wrong prompt.

The Problem

As AI tools like GitHub Copilot, ChatGPT, and Claude become a natural part of a developer's workflow, a new class of cybersecurity risks is emerging. One such threat is "EchoLeak" — a zero-click exploit that can trick AI agents into leaking sensitive internal information without user action.

These attacks can happen when AI agents are given too much access to files, internal tools, or messages from external sources like email or Slack. If not properly controlled, an attacker can sneak in a prompt that causes the AI to expose internal code, tokens, or documents by embedding them in hidden links or images. The scariest part? No click is needed. Just the context is enough.

At Evren, we’ve built secure workspaces for developers that keep this class of attacks in check, by design.

What could go wrong?

Even in-house developers using trusted AI agents can be at risk:

• An AI tool might read from files it shouldn't (e.g., .env, SSH keys).

• External messages can trigger hidden instructions that lead to leaks.

• AI plugins or tools could silently send data to the internet.

Without containment, one mistake can expose your entire codebase or internal documentation.

How Evren protects AI-powered developer workflows

Evren Workspaces creates a secure, isolated environment for developers and their tools:

• Virtual Workspace Isolation: All tools run inside a locked-down workspace, separated from the host and the rest of the network.

• Outbound Traffic Control: AI tools can't silently send data to the internet. Evren can block, filter, or log all outbound requests.

• File Access Controls: Workspaces can restrict what the AI can access, so sensitive config files or secrets stay off-limits.

• Clipboard & Device Restrictions: No unintentional data movement in or out. This prevents accidental or malicious data sharing.

• Audit Logs: All activity, including AI inputs and outputs, can be logged for compliance and forensic review.

Why does this matter for enterprises?

AI will be part of every developer workflow. But with it comes the risk of invisible data leaks and hard-to-detect insider mistakes.

Evren is one of the first platforms to tackle this problem head-on, making AI tools safe to use in sensitive, high-trust environments like fintech, healthcare, and IP-heavy product development.

With Evren, developers stay productive, and companies stay protected.

Learn more: www.evren.co