# Scaling AI Security: How Evo Complements New Agentic Tools

DevFeed: [Scaling AI Security: How Evo Complements New Agentic Tools](<https://devfeed.tech/articles/scaling-ai-security-how-evo-complements-new-agentic-tools-7950.md>)

Original publisher: [Read original article](<https://snyk.io/blog/how-evo-complements-new-agentic-tools/>)

Author: John Carione

Published: 2025-11-24T05:00:00Z

Content type: opinion

Language: en

Sources: [Blog RSS Feed | Snyk](<https://devfeed.tech/sources/blog-rss-feed-snyk.md>)

Topics: [Application Security](<https://devfeed.tech/topics/application-security.md>), [Securing AI](<https://devfeed.tech/topics/securing-ai.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Pull Request](<https://devfeed.tech/topics/pull-request.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-security](<https://devfeed.tech/tags/agentic-security.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-security](<https://devfeed.tech/tags/ai-security.md>), [application-security](<https://devfeed.tech/tags/application-security.md>), [blog](<https://devfeed.tech/tags/blog.md>), [developer](<https://devfeed.tech/tags/developer.md>), [false-positives](<https://devfeed.tech/tags/false-positives.md>), [governance](<https://devfeed.tech/tags/governance.md>), [interest](<https://devfeed.tech/tags/interest.md>), [llm](<https://devfeed.tech/tags/llm.md>), [open-source-security](<https://devfeed.tech/tags/open-source-security.md>), [openai](<https://devfeed.tech/tags/openai.md>), [policy](<https://devfeed.tech/tags/policy.md>), [pull-request](<https://devfeed.tech/tags/pull-request.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [security](<https://devfeed.tech/tags/security.md>)

## AI overview

The article examines OpenAI's Aardvark as an agentic application security tool and evaluates the practical challenges of using it in enterprise development pipelines. It highlights concerns about false positives, inconsistent LLM-based findings, workflow integration, performance, coverage, and limited scope, while presenting Snyk's policy, governance, and real-time intelligence as complementary capabilities.

## Source excerpt

OpenAI's Aardvark signals the rise of agentic AppSec, and Snyk shows how policy, governance, and real-time intelligence keep enterprises secure.