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#AI/ML#Secure Coding#Developer Experience#VS Code

IDE-Integrated Secure Coding Advisor

1 min read

Shifting Left: Security at the Cursor

The most effective way to secure a product is to prevent vulnerabilities from being written in the first place. I developed an IDE Secure Coding Assistant to make security a natural part of the developer experience.

How It Works

The extension acts as a "security pair programmer." It doesn't just point out mistakes; it explains the why behind the security requirement.

Key Capabilities

  • Real-time Detection: Identifies insecure patterns (e.g., using MD5 for password hashing) and suggests modern alternatives (Argon2).
  • Policy Enforcement: Alerts developers if they are using libraries that are currently blacklisted by the security team.
  • Library Recommendations: If a developer is about to implement custom encryption, the tool suggests using the approved internal security library instead.

Developer Adoption

We focused heavily on Developer Experience (DX). The tool is lightweight and non-intrusive, only surfacing high-confidence suggestions. This approach built trust with the engineering teams, leading to a high adoption rate across the organization.

Closing the Loop

The tool also collects anonymized data on common mistakes, which we use to tailor our quarterly security training sessions to the most frequent real-world challenges faced by our developers.

The Context

Traditional security training often fails because it's disconnected from the actual coding process. Developers need security guidance *at the moment* they are writing code.

The Approach

Integrated a custom LLM-based security advisor into VS Code and IntelliJ via a private extension. The assistant monitors the active file and suggests security improvements as the developer types.

The Impact

Adopted by 200+ engineers. Post-implementation data showed a 30% reduction in 'Insecure Design' findings during architecture reviews.

© 2026 Anilkumar · Product Security Engineer