# [MED] Build Fast, Stay Secure: Guardrails for AI Coding Assistants

**Source:** Snyk
**Published:** 2025-06-11
**Article:** https://snyk.io/blog/build-fast-stay-secure-guardrails-for-ai-coding-assistants/

## Threat Profile

Snyk Blog In this article
Written by Ezra Tanzer 
June 11, 2025
0 mins read AI code tools are here — but so are the risks AI coding assistants like GitHub Copilot and Google Gemini Code Assist are changing how developers work — accelerating delivery, removing repetition, and giving teams back time to build.
But speed isn’t free. Studies show that around 27% of AI-generated code contains vulnerabilities , not because the tools are broken, but because they generate code faster than most teams can …

## Indicators of Compromise (high-fidelity only)

- _No high-fidelity IOCs in the RSS summary._ If the source publishes a technical write-up with defanged IOCs in the body, those would be picked up automatically on the next pipeline run.

## MITRE ATT&CK Techniques

- _Narrative-keyword inference returned no technique mappings; review article for ATT&CK relevance manually._

## Kill chain phases observed

_(none detected from narrative keywords)_

## Recommended hunts

_No actionable hunts can be derived from the RSS summary alone. The article may still warrant manual review — open the source link for actor attribution, IOCs in the body, and TTP detail._


## Why this matters

Severity classified as **MED** based on: 0 use case(s) fired, 0 technique(s) inferred. Read the full article for actor attribution, tooling details, and any defanged IOCs in the body that aren't visible in the RSS summary.