--- title: Trust Has Three Dimensions. Demand from your AI SRE... description: aiHelpDesk v0.21 introduces 3D stability certificates for AI SRE agents, adding two new dimensions beyond simple pass/fail: conclusion attribution (did the... canonical: https://daily.dev/posts/trust-has-three-dimensions-demand-from-your-ai-sre-vendor-to-show-a-cert-with-all-three--spgc1rcnx twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Trust Has Three Dimensions. Demand from your AI SRE vendor to show a cert with all three. | daily.dev og:description: aiHelpDesk v0.21 introduces 3D stability certificates for AI SRE agents, adding two new dimensions beyond simple pass/fail: conclusion attribution (did the... og:url: https://daily.dev/posts/trust-has-three-dimensions-demand-from-your-ai-sre-vendor-to-show-a-cert-with-all-three--spgc1rcnx og:image: https://api.daily.dev/og/posts/SpGC1RCNX.png og:image:alt: Trust Has Three Dimensions. Demand from your AI SRE vendor to show a cert with all three. 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. # Trust Has Three Dimensions. Demand from your AI SRE vendor to show a cert with all three. **[ITNEXT](https://daily.dev/sources/itnext)** · 11 min read · 0 upvotes · 0 comments ## Summary aiHelpDesk v0.21 introduces 3D stability certificates for AI SRE agents, adding two new dimensions beyond simple pass/fail: conclusion attribution (did the agent reach the same root-cause classification every run?) and evaluation variance (were judge scores consistent across runs?). The post argues that outcome-only consistency certs can hide agents that pattern-match keywords rather than truly understand faults. New tooling includes a cert-compare command to detect attribution regressions when upgrading LLM models, and a fully automated db-connection-refused remediation chain that resolves in under 20 seconds without human approval. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [A data trust scoring framework for reliable and responsible AI systems](https://daily.dev/posts/a-data-trust-scoring-framework-for-reliable-and-responsible-ai-systems-tkmhu6esj) · InfoWorld · 0 upvotes · 0 comments - [Testing and Deploying Responsible & Secure AI Agents](https://daily.dev/posts/testing-and-deploying-responsible-secure-ai-agents-l4jmde0yp) · Snowflake Community · 0 upvotes · 0 comments - [Your AI agent just blamed the network team. Now what?](https://daily.dev/posts/your-ai-agent-just-blamed-the-network-team-now-what--bxfzldyzd) · LeadDev · 0 upvotes · 0 comments - [The Last One That Still Needed Him](https://daily.dev/posts/the-last-one-that-still-needed-him-kr0km80cd) · ITNEXT · 1 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm) [View this post on daily.dev](https://daily.dev/posts/trust-has-three-dimensions-demand-from-your-ai-sre-vendor-to-show-a-cert-with-all-three--spgc1rcnx) ```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":"Trust Has Three Dimensions. Demand from your AI SRE vendor to show a cert with all three.","url":"https://daily.dev/posts/trust-has-three-dimensions-demand-from-your-ai-sre-vendor-to-show-a-cert-with-all-three--spgc1rcnx","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/trust-has-three-dimensions-demand-from-your-ai-sre-vendor-to-show-a-cert-with-all-three--spgc1rcnx"},"datePublished":"2026-07-18T08:20:47.842Z","dateModified":"2026-07-18T08:21:13.086Z","description":"aiHelpDesk v0.21 introduces 3D stability certificates for AI SRE agents, adding two new dimensions beyond simple pass/fail: conclusion attribution (did the...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/7d60da2cb2f67f0f4707e6db44a70270?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/7d60da2cb2f67f0f4707e6db44a70270?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"ITNEXT","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":"ITNEXT","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/itnext2","url":"https://daily.dev/sources/itnext"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/trust-has-three-dimensions-demand-from-your-ai-sre-vendor-to-show-a-cert-with-all-three--spgc1rcnx","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"llm","timeRequired":"PT11M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"ITNEXT","item":"https://daily.dev/sources/itnext"},{"@type":"ListItem","position":3,"name":"Trust Has Three Dimensions. Demand from your AI SRE vendor to show a cert with all three."}]} ```