{"id":626,"date":"2025-11-02T00:11:03","date_gmt":"2025-11-02T00:11:03","guid":{"rendered":"https:\/\/greyhatlabs.io\/?p=626"},"modified":"2025-11-02T00:11:03","modified_gmt":"2025-11-02T00:11:03","slug":"schema-engine-demo-now-live","status":"publish","type":"post","link":"https:\/\/greyhatlabs.io\/index.php\/2025\/11\/02\/schema-engine-demo-now-live\/","title":{"rendered":"Schema Engine Demo Now Live"},"content":{"rendered":"<p>We\u2019re excited to share a major milestone in the development of Grey Hat Labs\u2019 AI Schema Learning Framework (ASLF) \u2014 the first working demo of our schema ingestion and normalization engine is now live and functional.<\/p>\n<p>This internal prototype showcases the ASLF\u2019s ability to automatically recognize, standardize, and normalize blockchain transaction schemas across different data sources. Built as part of the core Schema Learning &#038; Reinforcement Engine, the demo proves out the foundation of our AI-driven interoperability layer.<\/p>\n<p>\ud83d\udd27 What We Built<br \/>\n\t\u2022\tA modular Express + TypeScript service (schema_engine) capable of ingesting and normalizing transaction data.<br \/>\n\t\u2022\tA canonical field mapper (v0) that aligns incoming data into standardized schema structures.<br \/>\n\t\u2022\tA demo interface \u2014 a lightweight static HTML frontend \u2014 that lets us submit test transactions, visualize normalized output, and validate confidence metrics.<br \/>\n\t\u2022\tFull CI\/CD integration, ensuring automated testing, image builds, and ECR publishing for every new commit.<\/p>\n<p>\ud83e\udde0 Why It Matters<\/p>\n<p>This demo is an early step toward an adaptive schema learning system \u2014 one that can:<br \/>\n\t\u2022\tAutomatically infer and evolve schema mappings,<br \/>\n\t\u2022\tReinforce itself based on real-world feedback, and<br \/>\n\t\u2022\tPower seamless multi-chain interoperability within the GHL Platform.<\/p>\n<p>\ud83d\udd1c What\u2019s Next<\/p>\n<p>Over the coming sprint, we\u2019ll connect this schema engine to our RLIE (Reinforcement Learning Inference Engine), introducing live feedback loops and performance telemetry to improve normalization accuracy.<\/p>\n<p>Stay tuned \u2014 this is where AI starts to learn how blockchains talk to each other.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We\u2019re excited to share a major milestone in the development of Grey Hat Labs\u2019 AI Schema Learning Framework (ASLF) \u2014 the first working demo of our schema ingestion and normalization engine is now live and functional. This internal prototype showcases the ASLF\u2019s ability to automatically recognize, standardize, and normalize blockchain transaction schemas across different data [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-626","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/posts\/626","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/comments?post=626"}],"version-history":[{"count":1,"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/posts\/626\/revisions"}],"predecessor-version":[{"id":627,"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/posts\/626\/revisions\/627"}],"wp:attachment":[{"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/media?parent=626"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/categories?post=626"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/greyhatlabs.io\/index.php\/wp-json\/wp\/v2\/tags?post=626"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}