--- title: Automation, Squared | daily.dev description: Ramp's engineering team built a two-agent system where an 'architect' agent watches screen recordings of accountants working in spreadsheets and automatically... canonical: https://daily.dev/posts/automation-squared-xoxzym3ea twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Automation, Squared | daily.dev og:description: Ramp's engineering team built a two-agent system where an 'architect' agent watches screen recordings of accountants working in spreadsheets and automatically... og:url: https://daily.dev/posts/automation-squared-xoxzym3ea og:image: https://api.daily.dev/og/posts/xOxzYm3eA.png og:image:alt: Automation, Squared 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. # Automation, Squared **[Ramp Engineering](https://daily.dev/sources/ramp_eng)** · 7 min read · 0 upvotes · 0 comments ## Summary Ramp's engineering team built a two-agent system where an 'architect' agent watches screen recordings of accountants working in spreadsheets and automatically generates detailed instructions and context for a 'doer' spreadsheet agent. This eliminates the need for users to manually write prompts, reducing workflow creation from weeks of engineering work to a 5-minute process for non-technical users. The spreadsheet agent outperforms GPT-4o on SpreadsheetBench, achieving 49.5% on soft-restriction tasks vs. 45.5% and 32.5% on hard-restriction tasks vs. 13.4%. Tasks that previously took 1–2 hours now complete in under 10 minutes. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#automation](https://daily.dev/tags/automation), [#ai-agents](https://daily.dev/tags/ai-agents) [View this post on daily.dev](https://daily.dev/posts/automation-squared-xoxzym3ea) ```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":"Automation, Squared","url":"https://daily.dev/posts/automation-squared-xoxzym3ea","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/automation-squared-xoxzym3ea"},"datePublished":"2026-07-08T19:14:48.836Z","dateModified":"2026-07-08T19:15:47.986Z","description":"Ramp's engineering team built a two-agent system where an 'architect' agent watches screen recordings of accountants working in spreadsheets and automatically...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/e2842aba40ada6845f816ed95b7c9730?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/e2842aba40ada6845f816ed95b7c9730?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Ramp Engineering","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":"Ramp Engineering","logo":"https://media.daily.dev/image/upload/s--4x5H_pLU--/f_auto/v1704280953/logos/ramp.jpg","url":"https://daily.dev/sources/ramp_eng"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/automation-squared-xoxzym3ea","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"automation,ai-agents","timeRequired":"PT7M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Ramp Engineering","item":"https://daily.dev/sources/ramp_eng"},{"@type":"ListItem","position":3,"name":"Automation, Squared"}]} ```