--- title: Why We Replaced Stateless AI In Our Incident War Room description: A story describes building SiteRecall, an incident-response AI agent that uses a knowledge-graph memory system called Hindsight (paired with Vectorize agent... canonical: https://daily.dev/posts/why-we-replaced-stateless-ai-in-our-incident-war-room-bnrvzdviq twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Why We Replaced Stateless AI In Our Incident War Room | daily.dev og:description: A story describes building SiteRecall, an incident-response AI agent that uses a knowledge-graph memory system called Hindsight (paired with Vectorize agent... og:url: https://daily.dev/posts/why-we-replaced-stateless-ai-in-our-incident-war-room-bnrvzdviq og:image: https://api.daily.dev/og/posts/bnrVZDViQ.png og:image:alt: Why We Replaced Stateless AI In Our Incident War Room 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. # Why We Replaced Stateless AI In Our Incident War Room **[Medium](https://daily.dev/sources/medium_js)** · 6 min read · 0 upvotes · 0 comments ## Summary A story describes building SiteRecall, an incident-response AI agent that uses a knowledge-graph memory system called Hindsight (paired with Vectorize agent memory and Gemini 3.8 Flash) to avoid repeating past production mistakes. The narrative opens with a stateless LLM assistant recommending a pod restart during a payment outage that wiped idempotency locks, causing 18,000 dropped orders and $90,000 in losses, when the team had already solved the identical issue 18 days earlier. The post walks through the architecture (alert ingestion, multi-hop memory recall, guardrailed reasoning, retain/reflect loop), includes TypeScript code samples calling a Hindsight client, and presents before/after metrics claiming MTTR dropped from 48 minutes to 34 seconds and antipattern suggestion rate fell from 68% to 0%. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Hindsight: The Future of AI Agent Memory Beyond Vector Databases](https://daily.dev/posts/hindsight-the-future-of-ai-agent-memory-beyond-vector-databases-tnyljnipv) · Faun · 1 upvotes · 0 comments - [How Hindsight Connected Two Machines With the Same Failure](https://daily.dev/posts/how-hindsight-connected-two-machines-with-the-same-failure-ue10j0dwx) · Medium · 0 upvotes · 0 comments - [Level Up OutSystems Agent Memory with Hindsight](https://daily.dev/posts/level-up-outsystems-agent-memory-with-hindsight-xiryca0be) · ITNEXT · 1 upvotes · 0 comments - [Why We Built an AI Code Reviewer That Actually Learns](https://daily.dev/posts/why-we-built-an-ai-code-reviewer-that-actually-learns-nqppmhs9m) · Medium · 2 upvotes · 0 comments --- Tags: [#rag](https://daily.dev/tags/rag), [#google-gemini](https://daily.dev/tags/google-gemini), [#sre](https://daily.dev/tags/sre) [View this post on daily.dev](https://daily.dev/posts/why-we-replaced-stateless-ai-in-our-incident-war-room-bnrvzdviq) ```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":"Why We Replaced Stateless AI In Our Incident War Room","url":"https://daily.dev/posts/why-we-replaced-stateless-ai-in-our-incident-war-room-bnrvzdviq","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/why-we-replaced-stateless-ai-in-our-incident-war-room-bnrvzdviq"},"datePublished":"2026-10-01T19:43:29.863Z","dateModified":"2026-10-01T20:20:47.958Z","description":"A story describes building SiteRecall, an incident-response AI agent that uses a knowledge-graph memory system called Hindsight (paired with Vectorize agent...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8e7b8321b7ab8966fb4205aef3777dbb?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8e7b8321b7ab8966fb4205aef3777dbb?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Medium","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":"Medium","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/medium","url":"https://daily.dev/sources/medium_js"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/why-we-replaced-stateless-ai-in-our-incident-war-room-bnrvzdviq","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"rag,google-gemini,sre","timeRequired":"PT6M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Medium","item":"https://daily.dev/sources/medium_js"},{"@type":"ListItem","position":3,"name":"Why We Replaced Stateless AI In Our Incident War Room"}]} ```