--- title: AutoTriage and the Swiss Cheese Model of Security Noise... description: Traditional security scanners generate excessive noise through false positives, causing alert fatigue and slowing remediation. Aikido Security applies a... canonical: https://daily.dev/posts/autotriage-and-the-swiss-cheese-model-of-security-noise-reduction-ynkvakztk twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: AutoTriage and the Swiss Cheese Model of Security Noise Reduction | daily.dev og:description: Traditional security scanners generate excessive noise through false positives, causing alert fatigue and slowing remediation. Aikido Security applies a... og:url: https://daily.dev/posts/autotriage-and-the-swiss-cheese-model-of-security-noise-reduction-ynkvakztk og:image: https://api.daily.dev/og/posts/yNKVakzTk.png og:image:alt: AutoTriage and the Swiss Cheese Model of Security Noise Reduction og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # AutoTriage and the Swiss Cheese Model of Security Noise Reduction **[Aikido Security](https://daily.dev/sources/aikido-security)** · 5 min read · 0 upvotes · 0 comments ## Summary Traditional security scanners generate excessive noise through false positives, causing alert fatigue and slowing remediation. Aikido Security applies a layered 'Swiss cheese' approach to reduce this noise: reachability analysis filters out unreachable code paths, AutoTriage uses reasoning models to assess exploitability and prioritize findings, EPSS scores and environment context (internet exposure, dev vs. prod) further refine severity, human-in-the-loop controls surface recommendations in IDEs, PRs, and CI pipelines, and AI-powered AutoFix generates pull requests for confirmed high-impact vulnerabilities. The goal is to surface only actionable issues and accelerate fixes where they matter most. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Swiss Cheese Security: How Detection Tuning Creates Vulnerabilities](https://daily.dev/posts/swiss-cheese-security-how-detection-tuning-creates-vulnerabilities-pzpqyek9q) · Security Boulevard · 0 upvotes · 0 comments - [The AI-driven shift in vulnerability discovery: What maintainers and bug finders need to know](https://daily.dev/posts/the-ai-driven-shift-in-vulnerability-discovery-what-maintainers-and-bug-finders-need-to-know-ymcyvecon) · CNCF · 0 upvotes · 0 comments - [AI floods security teams with flaws — business context sets priorities](https://daily.dev/posts/ai-floods-security-teams-with-flaws-business-context-sets-priorities-c6axuh5re) · The New Stack · 0 upvotes · 0 comments - [The Next Open Source Security Race: Triage at Machine Speed ...](https://daily.dev/posts/the-next-open-source-security-race-triage-at-machine-speed--t0fraef5x) · Socket · 1 upvotes · 0 comments - [Security in the Post-Mythos Era](https://daily.dev/posts/security-in-the-post-mythos-era-ynti0hmky) · Cisco · 0 upvotes · 0 comments --- Tags: [#security](https://daily.dev/tags/security), [#appsec](https://daily.dev/tags/appsec) [View this post on daily.dev](https://daily.dev/posts/autotriage-and-the-swiss-cheese-model-of-security-noise-reduction-ynkvakztk) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"AutoTriage and the Swiss Cheese Model of Security Noise Reduction","url":"https://daily.dev/posts/autotriage-and-the-swiss-cheese-model-of-security-noise-reduction-ynkvakztk","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/autotriage-and-the-swiss-cheese-model-of-security-noise-reduction-ynkvakztk"},"datePublished":"2026-03-31T12:25:43.062Z","dateModified":"2026-03-31T12:33:02.927Z","description":"Traditional security scanners generate excessive noise through false positives, causing alert fatigue and slowing remediation. 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