--- title: Why I Created the AnubisX Framework — and Why It Must Be... description: Ahmed Awad introduces the AnubisX Framework, a behavioral digital attribution approach that asks whether persistent human behavioral patterns can supplement... canonical: https://daily.dev/posts/why-i-created-the-anubisx-framework-and-why-it-must-be-governed-responsibly-p1viogduc twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Why I Created the AnubisX Framework — and Why It Must Be Governed Responsibly | daily.dev og:description: Ahmed Awad introduces the AnubisX Framework, a behavioral digital attribution approach that asks whether persistent human behavioral patterns can supplement... og:url: https://daily.dev/posts/why-i-created-the-anubisx-framework-and-why-it-must-be-governed-responsibly-p1viogduc og:image: https://api.daily.dev/og/posts/p1viogDuC.png og:image:alt: Why I Created the AnubisX Framework — and Why It Must Be Governed Responsibly 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 I Created the AnubisX Framework — and Why It Must Be Governed Responsibly **[Medium](https://daily.dev/sources/medium_js)** · 5 min read · 1 upvotes · 0 comments ## Summary Ahmed Awad introduces the AnubisX Framework, a behavioral digital attribution approach that asks whether persistent human behavioral patterns can supplement traditional technical forensics for identity attribution. Rather than relying on device-based artifacts like IP addresses or browser fingerprints, the framework explores measurable behavioral consistency across digital interactions. The post explains the motivation for publishing the research openly, discusses an accompanying book ('You Can Hide Your Name… Not Your Mind'), and emphasizes the ethical responsibilities that come with behavioral attribution technology — warning against misuse for surveillance or political repression. The author invites the research community to review, challenge, and validate the methodology. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Moving past bots vs. humans](https://daily.dev/posts/moving-past-bots-vs-humans-wwld2dlbs) · Cloudflare · 1 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#security](https://daily.dev/tags/security) [View this post on daily.dev](https://daily.dev/posts/why-i-created-the-anubisx-framework-and-why-it-must-be-governed-responsibly-p1viogduc) ```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 I Created the AnubisX Framework — and Why It Must Be Governed Responsibly","url":"https://daily.dev/posts/why-i-created-the-anubisx-framework-and-why-it-must-be-governed-responsibly-p1viogduc","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/why-i-created-the-anubisx-framework-and-why-it-must-be-governed-responsibly-p1viogduc"},"datePublished":"2026-07-24T12:43:20.969Z","dateModified":"2026-07-24T12:46:54.290Z","description":"Ahmed Awad introduces the AnubisX Framework, a behavioral digital attribution approach that asks whether persistent human behavioral patterns can supplement...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/b1168e58f1488a275d94b5ea77c25ef8?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/b1168e58f1488a275d94b5ea77c25ef8?_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-i-created-the-anubisx-framework-and-why-it-must-be-governed-responsibly-p1viogduc","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,security","timeRequired":"PT5M"} {"@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 I Created the AnubisX Framework — and Why It Must Be Governed Responsibly"}]} ```