--- title: So Agentic Systems Are Messing Up Your SLO Framework description: Traditional SLOs built on deterministic contracts break down when applied to agentic AI systems, where identical inputs can produce different plausibly correct... canonical: https://daily.dev/posts/so-agentic-systems-are-messing-up-your-slo-framework-ueygqji6y twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: So Agentic Systems Are Messing Up Your SLO Framework | daily.dev og:description: Traditional SLOs built on deterministic contracts break down when applied to agentic AI systems, where identical inputs can produce different plausibly correct... og:url: https://daily.dev/posts/so-agentic-systems-are-messing-up-your-slo-framework-ueygqji6y og:image: https://api.daily.dev/og/posts/uEyGQji6Y.png og:image:alt: So Agentic Systems Are Messing Up Your SLO Framework 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. # So Agentic Systems Are Messing Up Your SLO Framework **[DevOps.com](https://daily.dev/sources/devops)** · 14 min read · 1 upvotes · 0 comments ## Summary Traditional SLOs built on deterministic contracts break down when applied to agentic AI systems, where identical inputs can produce different plausibly correct outputs and quiet failures never surface as errors. Practitioners from TestMu AI, Ciroos, FORMA, and Oracle have independently converged on a three-layer SLO model: infrastructure reliability (uptime, latency, errors), inference reliability (token latency, fallback frequency, response variance), and behavioral correctness (semantic drift, output variance, confidence thresholds). Key new metrics include step count as a confusion signal, pass@k distributional correctness, intent alignment scoring, and probabilistic tracing that treats decision points—not requests—as the primary unit of observation. Separate error budgets per layer are essential for proper incident attribution and team routing. The field still lacks shared standards for acceptable nondeterminism, and teams must currently define behavioral thresholds empirically from production data. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [AI Agent Reliability Engineering 2026: SLOs and Failure Modes](https://daily.dev/posts/ai-agent-reliability-engineering-2026-slos-and-failure-modes-gjjxsmprz) · Alex CloudStar · 1 upvotes · 0 comments - [Your incident response wasn’t built for AI](https://daily.dev/posts/your-incident-response-wasn-t-built-for-ai-a5d9qgdoc) · LeadDev · 0 upvotes · 0 comments - [AI is changing the reliability game for SREs](https://daily.dev/posts/ai-is-changing-the-reliability-game-for-sres-qlsqqduvh) · Dynatrace · 0 upvotes · 0 comments - [Agentic Systems are Breaking Reliability Frameworks](https://daily.dev/posts/agentic-systems-are-breaking-reliability-frameworks-8lopqyw3n) · DevOps.com · 0 upvotes · 0 comments --- Tags: [#observability](https://daily.dev/tags/observability), [#platform-engineering](https://daily.dev/tags/platform-engineering), [#agentic-ai](https://daily.dev/tags/agentic-ai) [View this post on daily.dev](https://daily.dev/posts/so-agentic-systems-are-messing-up-your-slo-framework-ueygqji6y) ```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":"So Agentic Systems Are Messing Up Your SLO Framework","url":"https://daily.dev/posts/so-agentic-systems-are-messing-up-your-slo-framework-ueygqji6y","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/so-agentic-systems-are-messing-up-your-slo-framework-ueygqji6y"},"datePublished":"2026-08-04T10:04:33.708Z","dateModified":"2026-08-04T10:05:00.271Z","description":"Traditional SLOs built on deterministic contracts break down when applied to agentic AI systems, where identical inputs can produce different plausibly correct...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/156fd312bb109a7b8958af9d4cf926be?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/156fd312bb109a7b8958af9d4cf926be?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"DevOps.com","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"DevOps.com","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/db8f2265cff0416c878c6e7e92bb8715","url":"https://daily.dev/sources/devops"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/so-agentic-systems-are-messing-up-your-slo-framework-ueygqji6y","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"observability,platform-engineering,agentic-ai","timeRequired":"PT14M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"DevOps.com","item":"https://daily.dev/sources/devops"},{"@type":"ListItem","position":3,"name":"So Agentic Systems Are Messing Up Your SLO Framework"}]} ```