# Governing Security in the Age of Infinite Signal - From Discovery to Control

DevFeed: [Governing Security in the Age of Infinite Signal - From Discovery to Control](<https://devfeed.tech/articles/governing-security-in-the-age-of-infinite-signal-from-discovery-to-control-7929.md>)

Original publisher: [Read original article](<https://snyk.io/blog/from-discovery-to-control/>)

Author: Randall Degges

Published: 2026-04-10T00:00:00Z

Content type: article

Language: en

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

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Securing AI](<https://devfeed.tech/topics/securing-ai.md>), [ai security](<https://devfeed.tech/topics/ai-security.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [anthropic](<https://devfeed.tech/topics/anthropic.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Responsibility & Safety](<https://devfeed.tech/topics/responsibility-safety.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-security](<https://devfeed.tech/tags/ai-security.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [application-security](<https://devfeed.tech/tags/application-security.md>), [article](<https://devfeed.tech/tags/article.md>), [automation](<https://devfeed.tech/tags/automation.md>), [autonomous](<https://devfeed.tech/tags/autonomous.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [devops](<https://devfeed.tech/tags/devops.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [enablement](<https://devfeed.tech/tags/enablement.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [executive](<https://devfeed.tech/tags/executive.md>), [finserv](<https://devfeed.tech/tags/finserv.md>), [interest](<https://devfeed.tech/tags/interest.md>), [production](<https://devfeed.tech/tags/production.md>), [security](<https://devfeed.tech/tags/security.md>), [snyk-platform](<https://devfeed.tech/tags/snyk-platform.md>), [snyk-security-intel](<https://devfeed.tech/tags/snyk-security-intel.md>), [supply-chain-security](<https://devfeed.tech/tags/supply-chain-security.md>), [tech](<https://devfeed.tech/tags/tech.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>), [vulnerability-insights](<https://devfeed.tech/tags/vulnerability-insights.md>)

## AI overview

Anthropic's AI-driven vulnerability discovery systems can uncover software flaws at unprecedented scale, but increased capability also expands risk. The article argues that enterprise security must move from detection to control through deterministic validation, prioritization, remediation automation, and governance.

## Source excerpt

AI can find vulnerabilities at scale, but enterprise security now depends on control, validation, and governance that can keep up.