https://www.odix8.com/hero daily 1.0 2026-06-12 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1776115412296-X8GY5IX1LJXTPUZC0671/unsplash-image-qpqvditULV8.jpg https://www.odix8.com/blog daily 0.75 2026-04-13 https://www.odix8.com/blog/Blog Post Title One-3zaa9-9ejsg monthly 0.5 2025-08-22 https://www.odix8.com/blog/blog-post-title-two-t5my5-b28e3 monthly 0.5 2025-08-22 https://www.odix8.com/blog/blog-post-title-three-y3peb-jbsh8 monthly 0.5 2025-08-22 https://www.odix8.com/blog/blog-post-title-four-lr658-4emr7 monthly 0.5 2025-09-09 https://www.odix8.com/home daily 0.75 2026-04-13 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1776111411436-4Q4Z9VAEFTA44J5N7245/unsplash-image-UD9nADGj2mc.jpg https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1776111333937-FQXOXM2D0HTSJKQLKHSM/unsplash-image-ZiQkhI7417A.jpg https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1776111497403-R9VFCYEOSH5MZE9EXS31/unsplash-image-HL4LEIyGEYU.jpg https://www.odix8.com/who-we-are daily 0.75 2026-07-27 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/7102f17e-367e-414e-a975-3163677d657e/photo_2026-04-14_00-08-59.jpg https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1781267976568-I83B2852ID02BCIA2DOS/unsplash-image-1FI2QAYPa-Y.jpg https://www.odix8.com/contact daily 0.75 2026-04-15 https://www.odix8.com/appointments daily 0.75 2025-11-06 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1740593151.435807-WMVSSNJKYJJGDNOOFNHY/imgg-od3-6b1ljqxg.png https://www.odix8.com/what-we-do daily 0.75 2026-07-27 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1781273865450-G2M1P06J220LBXQYU1ZR/unsplash-image-u2EjDa_hYJI.jpg https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1781274521287-XBLXL38T3KRLBTABF8YE/unsplash-image-RrlWhe2bfUE.jpg https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1781274263763-IS99OGN2Z5UJR2K62SWN/unsplash-image-0dhIl78b__o.jpg https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1781274687371-R8HPIYT2409JT7ER0ZMX/unsplash-image-8WYkI3cEZm8.jpg https://www.odix8.com/about daily 0.75 2026-07-27 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1776116325168-G1KOX9R0MUYJX7CDLZZP/unsplash-image-UD9nADGj2mc.jpg https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1776116341143-NR64A51VF3S416VPQY5X/unsplash-image-ZiQkhI7417A.jpg https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/1776116356564-DF40K62MBCCAM71NCV2H/unsplash-image-HL4LEIyGEYU.jpg https://www.odix8.com/get-started daily 0.75 2026-04-14 https://www.odix8.com/publications daily 0.75 2026-07-27 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/9f7452ee-6453-4dec-b5ba-20ddcd7f72a7/2026-07-27_15-40-03.png PUBLICATIONS - Mach es besonders Enhanced Mycelium of Thought: A Bio-Inspired Hierarchical Reasoning Architecture with Strategic Dormancy and Mnemonic Encoding The first reasoning framework to combine hierarchical topology, strategic thought dormancy with reactivation, and mnemonic memory encoding. Strategic dormancy proved architecturally critical — removing it caused quality collapse from 4.2 to 1.0. [Read on arXiv →] https://arxiv.org/abs/2603.24065 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/56a39a25-2d81-4ff0-9dd1-ad933bb3e2c0/2026-07-27_15-34-01.png PUBLICATIONS - Mach es besonders Ontology-Aware Design Patterns for Clinical AI Systems: Translating Reification Theory into Software Architecture Seven Gang-of-Four style patterns for building clinical AI pipelines resilient to ontological distortion: Ontological Checkpoint, Dormancy-Aware Pipeline, Drift Sentinel, Dual-Ontology Layer, Reification Circuit Breaker, Terminology Version Gate, Regulatory Compliance Adapter. [Read on arXiv →] https://arxiv.org/abs/2604.01661 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/3f3df071-4e86-4dd1-b124-e815cc659151/2026-07-27_13-28-42.png PUBLICATIONS - Mach es besonders AI documentation agents may amplify coding distortion by 17x to 21x over five iterations. Formalises the divergence D(C) between administrative and clinical prevalence. Pre-study on 11,475 synthetic patients reveals substantial baseline divergence even in algorithmically clean data. [Read on SSRN →] https://www.researchsquare.com/article/rs-9321746/v1 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/60902f03-b064-4ec9-81f9-ea34e670a3c5/2026-07-27_13-46-02.png PUBLICATIONS - Mach es besonders Strategic Dormancy as a Governance-Relevant Architectural Property for Clinical AI Pruning at 1% prevalence eliminates 46.9% of diagnostic vocabulary and affects 24.4% of patients. Of 145 pruned conditions, 34 are clinically actionable. 80% of rare conditions have diagnostic bridges that pruning severs. [Read on Research Square →] https://www.researchsquare.com/article/rs-9321746/v1 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/739b658d-e921-413e-ad29-f8f97c859d4b/2026-07-27_13-33-09.png PUBLICATIONS - Mach es besonders An Overlay Implementation Framework for AI in EU Primary Care Nineteen implementation science frameworks evaluated against seven AI-specific criteria. None adequate. PRAXIS-AI fills the gap as an overlay framework with seven domains across five implementation phases, grounded in EU AI Act, GDPR, DiGAV, and ISO 42001. [Read on SSRN →] https://ssrn.com/abstract=6474960 https://images.squarespace-cdn.com/content/v1/690c5429324a275c4ab6f6e6/477925c3-75ea-40c5-b337-bad0dfebc5cf/2026-07-27_13-42-27.png PUBLICATIONS - Mach es besonders How Three Competing Forces Construct Minimal Medical Data Sets Health data is not recorded but constructed through negotiation among clinical, billing, and documentation pressure. Introduces documentary enactment and the reification feedback loop. Demonstrated in the German FDZ Gesundheit: one encounter, 28 tables, 75 million insured. [Read on SSRN →] https://ssrn.com/abstract=6475038