{"id":50,"date":"2023-01-12T04:14:23","date_gmt":"2023-01-12T04:14:23","guid":{"rendered":"http:\/\/theraject.com\/?page_id=50"},"modified":"2026-06-27T00:33:20","modified_gmt":"2026-06-27T00:33:20","slug":"about-us","status":"publish","type":"page","link":"http:\/\/theraject.com\/?page_id=50","title":{"rendered":"About TheraJect"},"content":{"rendered":"\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>\n\n\n\n<p>TheraJect is an <strong>AI-driven rare-earth innovation platform<\/strong> integrating materials discovery, bio-extraction, and supply-chain intelligence.<\/p>\n\n\n\n<p>Originally founded in biotechnology, TheraJect has evolved into a next-generation AI\/ML platform addressing one of the most critical global challenges: <strong>secure, sustainable, and resilient rare-earth supply chains<\/strong>.<\/p>\n\n\n\n<p>Our mission is to accelerate breakthroughs across the entire rare-earth lifecycle\u2014from discovery to extraction to deployment\u2014by combining artificial intelligence, physics-based simulation, and data-driven system modeling.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Our Platform<\/h2>\n\n\n\n<p>TheraJect operates a unified AI platform built on three core pillars:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1&#xfe0f;&#x20e3; AI-Driven Materials Discovery<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Generative models (VAE, diffusion, GFlowNet) for novel compositions<\/li>\n\n\n\n<li>Graph neural networks and transformer architectures<\/li>\n\n\n\n<li>Structure generation (e.g., PyXtal) and surrogate property prediction (e.g., M3GNet, RF)<\/li>\n\n\n\n<li>High-throughput DFT validation<\/li>\n\n\n\n<li>Multi-objective optimization for magnetics, stability, cost, and manufacturability<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">2&#xfe0f;&#x20e3; AI-Guided Bio-Extraction (Biomining)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lanmodulin-based rare-earth binding and separation<\/li>\n\n\n\n<li>Protein language models (ESM-2) for sequence representation<\/li>\n\n\n\n<li>Machine learning prediction (XGBoost \/ RF) of selectivity and performance<\/li>\n\n\n\n<li>Immobilization and support-material optimization<\/li>\n\n\n\n<li>Sustainable and low-impact REE recovery technologies<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">3&#xfe0f;&#x20e3; Digital Twin &amp; Supply-Chain Intelligence<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI-enabled simulation of rare-earth supply chains<\/li>\n\n\n\n<li>Extraction and recycling process modeling<\/li>\n\n\n\n<li>Scenario analysis for geopolitical risk and policy impact<\/li>\n\n\n\n<li>Optimization of resource flow, cost, and resilience<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">What We Do<\/h2>\n\n\n\n<p>TheraJect develops and deploys an integrated platform that combines:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Generative AI for materials and molecular design<\/li>\n\n\n\n<li>Physics-informed modeling and high-throughput simulation<\/li>\n\n\n\n<li>Protein machine learning for biomining applications<\/li>\n\n\n\n<li>Data fusion across materials, biological, and industrial datasets<\/li>\n\n\n\n<li>Multi-objective optimization across performance, cost, and sustainability<\/li>\n<\/ul>\n\n\n\n<p>This platform enables rapid identification of high-impact candidates across materials discovery, green extraction, and supply-chain optimization.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Strategic Focus<\/h2>\n\n\n\n<p>TheraJect\u2019s innovations support:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>U.S. national priorities<\/strong> (critical minerals, clean energy, CHIPS &amp; Science)<\/li>\n\n\n\n<li><strong>Allied industrial ecosystems<\/strong> in Korea, Japan, and Europe<\/li>\n\n\n\n<li>Development of <strong>resilient and sustainable rare-earth supply chains<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Applications include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Permanent magnets (NdFeB alternatives, REE-reduced systems)<\/li>\n\n\n\n<li>Semiconductor materials<\/li>\n\n\n\n<li>Advanced battery materials<\/li>\n\n\n\n<li>Rare-earth extraction, recycling, and biomining<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Our Origins<\/h2>\n\n\n\n<p>TheraJect was originally founded in biomedical engineering, where its founder led the development of dissolving microneedle technologies supported by:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>U.S. National Institutes of Health (NIH)<\/li>\n\n\n\n<li>National Science Foundation (NSF)<\/li>\n\n\n\n<li>Bill &amp; Melinda Gates Foundation<\/li>\n<\/ul>\n\n\n\n<p>This platform was successfully licensed for commercialization.<\/p>\n\n\n\n<p>Today, TheraJect builds on that foundation to apply <strong>AI-driven innovation across materials science and industrial systems<\/strong>.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>TheraJect is an AI-driven rare-earth innovation platform integrating materials discovery, bio-extraction, and supply-chain intelligence. Originally founded in biotechnology, TheraJect has evolved into a next-generation AI\/ML platform addressing one of the most critical global challenges: secure, sustainable, and resilient rare-earth supply chains. Our mission is to accelerate breakthroughs across the entire rare-earth lifecycle\u2014from discovery to extraction &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/theraject.com\/?page_id=50\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;About TheraJect&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-50","page","type-page","status-publish","hentry","entry"],"_links":{"self":[{"href":"http:\/\/theraject.com\/index.php?rest_route=\/wp\/v2\/pages\/50","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/theraject.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/theraject.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/theraject.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/theraject.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=50"}],"version-history":[{"count":14,"href":"http:\/\/theraject.com\/index.php?rest_route=\/wp\/v2\/pages\/50\/revisions"}],"predecessor-version":[{"id":236,"href":"http:\/\/theraject.com\/index.php?rest_route=\/wp\/v2\/pages\/50\/revisions\/236"}],"wp:attachment":[{"href":"http:\/\/theraject.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=50"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}