Frequently Asked Questions about SHE ZenAI and Artificial Intelligence. Frequently Asked Questions about SHE ZenAI and Artificial Intelligence.

Designer AI that unites health, wealth, and connectivity. CI-powered empathy, personal AI firewall, and cross-device sync -creating the new standard for intelligent, ethical technology. Early Access SHE ZenAI The First Unified AI Operating System Five industry firsts in one platform. Four decades of innovation culminating in technology that redefines personal intelligence. “I’ve witnessed this theory evolve into breakthrough, model‑less LLM AI over three years. The engineering execution, based on my 35 years at the highest industry levels, including CTO roles and co‑founding HealthTech businesses -sets a new standard in AI ecosystem architecture. Having built healthcare solutions for 200,000+ users, I can say this isn’t incremental innovation; it’s transformational technology.” Ian Williams, UK Director, July 2025 What is SHE ZenAI? Through advanced Omega* algorithms SHE ZenAI learns and adapts to each individual's unique needs and preferences. It's not an LLM with those known venerabilities but we love to use the best LLM's as tools. By analysing lifestyle data while prioritising data privacy, the Omega* engine provides tailored recommendations to optimise nutrition, exercise, sleep, and stress management. Your in control of what, and when, always. The dynamic mobile app is called "Unified One" This is just the beginning. Imagine a world where AI-powered personalised medicine becomes the norm, chronic diseases are prevented, and individuals are empowered to live longer, healthier, and more fulfilling lives. Start Now Your Personalised Lifestyle SHE ZenAI is more than just an AI assistant; it's your personal guide to how to deal with and enjoy a healthier, wealthier, and more connected life. It's like "her" in the 2013 Movie but real. With a focus on data privacy, SHE keeps your information secure while providing you with hyper-personalised insights and recommendations. We call them "Nudges and Whispers". SHE learns your patterns, anticipates your needs, and proactively suggests actions to improve your Comfort Index (CI) -a measure of your overall well-being. We focus on health, wealth and connectivity matters with real time speed. Its all about making things, simple. Nurture your health, manage stress, track investments, and even enhance your relationships through "Insights". General Adaptive Intelligence is not just about completing tasks; it's about empowering you to live your best life. Amazing technology that requires stewardship and a custom protection with our "Eye on AI" firewall. Learn More From the tech labs to primetime: Trusted insights, featured stories. Simulating a Healthier Future with Stanford's "AI Town" To further refine our personalized health interventions, SHE ZenAI is integrated with Stanford's innovative "Zen City" simulation. This virtual environment allows us to test and optimize our algorithms in a realistic setting, ensuring that our recommendations are effective and tailored to the complexities of real-world scenarios. By analyzing data from Zen City, SHE ZenAI gains a deeper understanding of how different lifestyle factors impact health outcomes. This enables us to develop even more precise and personalized interventions, ultimately helping individuals achieve their health and longevity goals. The Omega* Zen City integration is a testament to our commitment to continuous innovation and our dedication to pushing the boundaries of what's possible in AI-powered health solutions. Start Now So What do we Offer? A future where "personalised AI" empowers individuals to live richer, healthier, and more fulfilling lifestyles in an AI era. Don't miss this opportunity to be part of something truly extraordinary. Contact “Pure genius. In 40+ years evaluating technology investments—from my time at Citibank and Crédit Agricole to chairing listed tech companies, this is the most impressive technical demonstration I’ve witnessed.” Simon Bennett, PLC Director, June 2025 Revolutionary Conversational Interface Online, offline, and synchronised across all devices with CI-powered empathy and nuance Online & Offline Continuity Seamless conversation whether connected or not. Your AI companion works everywhere. Mobile-Desktop Sync Start conversations on mobile, continue on desktop. Perfect synchronsation across devices. CI-Powered Empathy The first voice AI that understands emotional context through Comfort Index intelligence. Nuanced Communication Advanced prosody and contextual understanding that feels naturally human. Contact Unique & Novel A future where "personalised AI" empowers individuals to live richer, healthier, and more fulfilling lifestyles in an AI era. Unified Theory in Code The first implementation of unified intelligence theory as executable code, bridging the gap between theoretical AI and practical application. General Adaptive Intelligence Novel code architecture enabling true adaptive intelligence that learns and evolves with your unique patterns and preferences. Creator Data Marketplace You own and monetise your data. The first marketplace where you're the creator, controller, and beneficiary of your information. Personal AI Firewall Revolutionary protection layer that secures your AI interactions while maintaining privacy and personal data sovereignty. Eternal Insights Revenue Automated and professional-level insights that generate ongoing market revenue streams directly to your benefit. Contact A Healthier Future By analysing data and learning Omega* gains a deeper understanding of how different lifestyle factors impact health outcomes. This enables us to develop even more precise and personalised interventions, ultimately helping individuals and organisation achieve their goals. The Omega* system integration is a testament to our commitment to continuous innovation and our dedication to pushing the boundaries of what's possible in AI-powered solutions. Start Now Our Designer AI Integrator 101's FAQ on our Artificial Intelligence. JOIN the Waitlist Performance What others say about how well we do. "The iPod of Gaming" - Paul Collins, MD, Sticksports "I have had 2 VisionRacers since GT4. It's part of the family now. Get one!" - Greg Murphy, V8 Supercar legend "I could have gone faster if I had a VR3 earlier in my career." - Lucas Ordonez, 1st No.1 VR Pro Driver More Testimonials >> Design By Zen's EDGE E thical - is well-being before profit, D esigner - X factor people & things, G reen - Actions = the right to exist, E cosystem - more valuable together . Step 1: Build knowledge today. Enter Your Email Join Thanks for subscribing we don't share data.

SHE ZenAI by Design By Zen. The Vision, the Mission, the Goal of a designer personalized AI with a Comfort Index (CI) of satisfaction. 42 Years of Innovation – The First Personal AI OS Powered by Comfort Index From PC Pioneering in 1982 to Ethical AI in 2025 – Our journey built the Comfort Index (CI) to humanise decision intelligence. Our Proven Legacy of Design & Impact Experience, Expertise & Achievements - 2025, Unified One app for Health, Wealth, Connectivity - 2024, SHE ZenAI Omega* Master Algorithm - 2023, SHE ZenAI - SHE ZenAI Q*, K* & O* - 2021, Neurally unified network Operating System (NunOS) - 2020, Comfort Index Constant (CI) - 2014, "EDGE" NZ 1st virtual reality resort - 2013, RMIT Uni UAV R&D sim lab built - 2011, GT40 V12 X1p car, GT40 history - 2010, WIRED Times Square, by invitation - 2010, VisionRacer VR3 "Lovemark" accolade - 2010-14, "EQ1" Earthquake-ready furniture - 2009, WIRED Mag, "VisionRacer 8/10" - 2009, T3 Mag, "Holy Grail of Simulators." - 2009, Patent, CNNZ, US & UK Designs - 2007, Business Review, Top 100 Houses, H&G Mag - 2003, CULT Sports Cars - 2000, - Business Exist to US VC - 1992 - 99, Networking - Cisco VAR Business, London - 199I, FOREX system development - 1981, Apricot, PC CAD, Victor, MPM, Dec PDP. Event Milestones Research, Understanding, & Execution Since '91 Read More Meet the Team Discover a team of visionary experts, where technology and empathy intersect. Read More David Harvey CEO & Inventor, Author My Profile Maxine Gold PA to Management Posts Dave Anderson AI Agent Orchestration Posts Sara Webb Multi Modal Media Posts Bruce Sullivan Business Development Posts Join & build the Universe. Great brands we have worked with. Subscribe today, build knowledge. Enter Your Email Join Thanks for subscribing. We respect your privacy.

SHE ZenAI by Design By Zen. The Vision, the Mission, the Goal of a designer personalized AI with a Comfort Index (CI) of satisfaction. 42 Years of Innovation – The First Personal AI OS Powered by Comfort Index From PC Pioneering in 1982 to Ethical AI in 2025 – Our journey built the Comfort Index (CI) to humanise decision intelligence. Our Proven Legacy of Design & Impact Experience, Expertise & Achievements - 2025, Unified One app for Health, Wealth, Connectivity - 2024, SHE ZenAI Omega* Master Algorithm - 2023, SHE ZenAI - SHE ZenAI Q*, K* & O* - 2021, Neurally unified network Operating System (NunOS) - 2020, Comfort Index Constant (CI) - 2014, "EDGE" NZ 1st virtual reality resort - 2013, RMIT Uni UAV R&D sim lab built - 2011, GT40 V12 X1p car, GT40 history - 2010, WIRED Times Square, by invitation - 2010, VisionRacer VR3 "Lovemark" accolade - 2010-14, "EQ1" Earthquake-ready furniture - 2009, WIRED Mag, "VisionRacer 8/10" - 2009, T3 Mag, "Holy Grail of Simulators." - 2009, Patent, CNNZ, US & UK Designs - 2007, Business Review, Top 100 Houses, H&G Mag - 2003, CULT Sports Cars - 2000, - Business Exist to US VC - 1992 - 99, Networking - Cisco VAR Business, London - 199I, FOREX system development - 1981, Apricot, PC CAD, Victor, MPM, Dec PDP. The Vision. A world where AI aligns ethically with human flourishing. Learn More The Mission To deliver the first Personal AI OS that integrates health, wealth, and connectivity through Comfort Index calculus.” Learn More Event Milestones Research, Understanding, & Execution Since '91 Read More The Goal.., Personal & Social Harmony with Improved Lifestyle. Meet the Team Discover a team of visionary experts, where technology and empathy intersect. Read More David Harvey CEO & Inventor, Author My Profile Maxine Gold PA to Management Posts Dave Anderson AI Agent Orchestration Posts Sara Webb Multi Modal Media Posts Bruce Sullivan Business Development Posts Our Story "David W Harvey has spent 42 years pioneering breakthrough technologies that reshape entire industries. His journey began in 1982 selling one of the first PCs in Australia to CSIRO, progressing through Computer Broking and Finance's DEC systems expertise before relocating to UK HQ after CBF's 1989 acquisition. After Atlantic Computers Plc collapsed in 1990, he was a co-founder of CSF and helped establish the foundation for what would become a major technology company. He left CSF after 18 months to form Advantage Financial Limited, pioneering FOREX system development and building a leading Cisco Systems VAR that served global giants including Saatchi & Saatchi, Publicis, and Lowe Lintas, culminating in major deployments like ICO Global's satellite network. After successfully selling Advantage Financial to a US VC in 2000, he continued pioneering emerging technologies. In 2007, he founded VisionRacer VR3, launching in 2009 to create what T3 Magazine called the "Holy Grail of Simulators" and WIRED rated 8/10. The 2010-2011 Christchurch earthquakes affecting his family sparked intensive research that led to foundational novel calculus including the Comfort Index constant—mathematical frameworks that now underpin breakthrough AI systems. This breakthrough thinking flowed into creating New Zealand's first VR resort (EDGE, 2014), earthquake-ready furniture (EQ1), and ultimately the 2024 Unified Theory of Health, Wealth, Connectivity with SHE ZenAI's Q, K & O algorithms. Omega* represents the culmination of this extraordinary 42-year journey—from PC pioneer to serial founder to mathematical innovator to personal super-intelligence." David W Harvey Serial Founder & Chief Innovation Officer, Design By Zen 42 years: PC Pioneer (1982) → Co-founder CSF (1990-91) → Founder Advantage Financial (1991-2000) → VisionRacer VR3 (2007-09) → Mathematical Innovation (2010-11) → AI Breakthrough (2024) Successful exits: CBF (1989), Advantage Financial → US VC (2000) Patents: US, UK, CNNZ | Featured: WIRED, T3 About Design By Zen Company TL; DR Space: 640m2 Studio, Workshop & Business suite with 50Kw/h solar capacity Nearest City Airport: Nelson - NSN, 41.2968° S, 173.2220° E Email: dev@zenig.nz Image source: Nasa view of the top of the South Island, of NZ. 2009 VisionRacer VR3 MkI with PlayStation 3 -installed in 45 countries - © SimRoom a Design By Zen Simulation Brand Better By Design Our value is built on demonstrable heritage, craftsmanship & a passion for excellence. Our hands-on engineering experiences reflect in our designs or productions. Technology now brings ecosystem elements to life that are better by design. Experiences as a passionate owner/driver & builder of sports cars are published in articles & hardback car books . We understand the emotion of driving raw power with no aids. Solo aircraft hours were logged in an antique aircraft that made a Morris Minor look powerful to understand flying. Restoring one of New Zealand's most iconic wooden mansions & research Institutes saved Fellworth House from terminal decline was rewarding. That experience and expertise is a life journey of study. But above all, we present "What You See Is What You Get" following Dieter Ramms philosophy. 1 Good design is innovative 2 Good design makes a product useful 3 Good design is aesthetic 4 Good design makes a product understandable 5 Good design is unobtrusive 6 Good design is honest 7 Good design is long-lasting 8 Good design is thorough down to the last detail 9 Good design is environmentally-friendly 10 Good design is as little design as possible Learn More The EDGE stream, Savill Bay, NZ -we cared for, restored & drank from this water for 16 years. image © David Harvey Green = Actions versus paper promises. DBZ's Commitment: Authentic Environmental Action I grew from seed, planted and nurture an entire native forest over a decade. This offsets the carbon footprint of the entire DBZ ecosystem. Crafting sustainably, ensures that as we progress, we never lose sight of our green roots. Build a Legacy: DBZ's Commitment to Authentic Environmental Action Our native forest project isn't just an initiative; it's our legacy, our contribution to a planet that deserves more. With each year, as our forest grows, its benefits to the Earth multiply, emphasising our role as stewards of nature. Personal Advocacy: Nutrition and Environment DBZ promotes growing your food for personal and environmental benefits. Cultivating food connects us to the land, highlighting the balance between consumption and conservation. Marrying Innovation with Sustainable Design The DBZ ecosystem thrives at the intersection of design and technology. We focus on sustainable crafting while never losing sight of nature. AI, Forna, and Flora are closer than one first associate. Our Back Story Our journey starts by being born into the Jet & Atomic ages of the 1960s. People "dialled" telephones fixed to the wall or on a hall table. Telephones "lines" were sometimes shared and called "party lines". Each party had a ring code. Phone "Booths" were public telephones on every second or third street with Post Boxes for mail. A black & white valve Tv had two government-approved channels commencing broadcast at 3 pm. The local library was the encyclopaedic window to the world -for the town population of 6000. 5km from my town in New Zealand is the birthplace of Lord Rutherford . Lord Rutherford was the first & foremost applied Atomic physicist of the 1800s. Lord Rutherford journeyed from a small shack with twelve siblings to being laid to rest, as a pier, to Sir Issac Newton in Westminster Abby. The great man said, "We had no money, so we had to think." That quote was the ticket to anything being possible (within the laws of physics). My last assignment before leaving NZ was the legal survey & propose site levelling preparations of the earliest "Fox Hill" Rutherford house site. The original Rutherford house was demolished in the 1920s. The site was little more than a small paddock with old stock drinking toughs & a vague outline of old gardens. Learn More Experience builds Expertise Our Back Story The RS423, X.25, Internet, Big Bang, Y2K, Dot.com, Gaming & GFC, 4G, iPhone, Social media, Bitcoin, W3, I was there. From an insatiable curiosity and a lack of money at eight years old, I started building miniaturized "cat whisker" radio sets for primary school kids to rent for two cents. Denied access to read a new book on microprocessors at my workplace, I moved to Australia at 19 years old, just one day after graduating. Personal computers were still a year away, and mainframe computers ruled. It was the Yuppie era, and the mantra was "he who has the most toys wins." Australian industries benefited from processing data, and by 1989, it was time to move to London to network big DEC systems. This coincided with the rise of the public internet over the next five years. A US VC group closed the purchase of the network consulting business on the eve of the Year 2000, allowing me to embark on the next chapter of my life, pursuing luxury lifestyle elements and personal development. We examined hard questions and proposed solutions about life with style and technology in the AI-VR era. CULT Sports Cars A passion for sports cars since childhood lead to the formation of CULT Sports Cars in 2003. We have owned, driven, restored and scratch built some of the most beautiful and exotic cars in history. An example of The CULT Sports car collection is the GT40 X1 "P." This is a reimagined 1965 Ford GT40 . Sporting a hand-built BMW 5 ltr V12 with quad, triple 46 IDA Weber carburettors. The car has been included in the hardback reference book history by noted Porsche authority Adrian Streather . The "X1 P" is a marquee part of the CULT Sports Car collection. The finishing & sale creates project economies. The car has reached a running & driveable state requiring final interior design elements & final build. The select project sponsors will become part of vehicle & digital / NFT history. The other cars are 1968 & 1970 Alfa Romeo GTV 1750, Lola T70's, Datsun 240Z, Fiat 500. Learn More Learn More New Zealands First VR Resort The EDGE Club resort is a virtual resort developed from the actual site data. Now in 2024 persistent reality technology by companies like nVidia make the project a viable reality. I spent 16 years living on & off, planting 40,000 trees & plants from seeds & cuttings. The experience of living remotely with Zen periods is the inspiration to share the experience as a virtual resort. Restoring New Zealand's Research History 2007 Business Review Weekly Top 100 NZ Houses, 2008 NZ House & Garden Magazine feature article. Learn More RMIT University Simulation R & D Suite The Military type suppliers came from a top-down view, "we have it, so it must be best". The (ex DARPA -US Govt., Special Technology Research) RMIT Professor took the view that gaming was providing an expansive, open, well-funded technology base. Given our prestigious client base, global systems experience and ability to innovate we were given the latitude to design the simulation and realtime / real-world interfaces. "SimRoom responded with a world-class system design, in fact, leading edge. Their commitment and attention to detail were nothing less than their reputation suggested. SimRoom promised the RMIT something special. What we have installed is awesome.” Dr. Reece Clothier, Deputy Director, Aerospace Research Centre, RMIT, 2014 Dr. Clothier was the Deputy Director of the Sir Lawrence Wackett Aerospace Research Centre and a Senior Lecturer in the School of Aerospace, Mechanical and Manufacturing Engineering, RMIT University, Melbourne, Australia. Learn More SimRoom & RiftRoom Design Use Cases Video 2008 - 2014 BY "The holy Grail of race simulators". Where Innovation Meets Opportunity Explore "With a VisionRacer, I could have gone faster!" Lucas Ordonez . Watch his story about the impossible in 2008. "VisionRacer, This Is The Future" “I fell in love with the VisionRacer before it even arrived, and I have never been so satisfied with an entertainment product as I am with this. It's solid and functionally perfect, and it looks amazing too. From the curves, to the chrome finish, it takes a gaming console and turns it into a desirable piece of modern furniture that adds interest to my lounge, but that is just the start. My video racing games are now transformed into a virtual world that I really feel I am in. Total escapism, and total immersion. No wonder they say it is used by real drivers as a training tool. Friends and family are initially intrigued, and then insatiably hooked - it's incredible to watch them sit down, and then become immersed - in seconds. You'll never look at gaming the same way once you've tried it. Paddles and controllers are dead. This is the future.” Jack Mac, NZ - 06 December 2010 Join & build the Universe. Great brands we have worked with. Subscribe today, build knowledge. Enter Your Email Join Thanks for subscribing. We respect your privacy.

Choose your pricing plan Business Basics $ 199 199$ Every month Select

Q: What does augmented knowledge do in the context of SHE Zen AI? 1.2. Multi-Modal Augmented Knowledge: SHE Zen AI Principles. Q: What does augmented knowledge do in the context of SHE Zen AI? A multi-modal augmented knowledge system refers to a capability that allows for the processing and understanding of various forms of user communication, including text, voice, and visual cues. This ability enables a more comprehensive and human-like interaction, enhancing the user experience. Previous Next The creation of "SHE ZenAI" © DBZ-David. Enhancing User Experience with Multi-Modal Augmented Knowledge System 31 July 2023 at 11:00:00 pm Author: David W. Harvey - Design By Zen, Publications

Design By Zen's Terms & Conditions to experience with our platform, services, and products. Term & Conditions of Using the Design By Zen site & services. DISCLAIMERS Last updated June 9th, 2024 WEBSITE DISCLAIMER The information provided by VRI (NZ) Ltd t/s Design By Zen ("we," "us", or "our") on http://www.designbyzen.com (the "Site") and our mobile application is for general informational purposes only. All information on the Site and our mobile application is provided in good faith, however we make no representation or warranty of any kind, express or implied, regarding the accuracy, adequacy, validity, reliability, availability or completeness of any information on the Site or our mobile application. UNDER NO CIRCUMSTANCE SHALL WE HAVE ANY LIABILITY TO YOU FOR ANY LOSS OR DAMAGE OF ANY KIND INCURRED AS A RESULT OF THE USE OF THE SITE OR OUR MOBILE APPLICATION OR RELIANCE ON ANY INFORMATION PROVIDED ON THE SITE AND OUR MOBILE APPLICATION. YOUR USE OF THE SITE AND OUR MOBILE APPLICATION AND YOUR RELIANCE ON ANY INFORMATION ON THE SITE AND OUR MOBILE APPLICATION IS SOLELY AT YOUR OWN RISK. EXTERNAL LINKS DISCLAIMER The Site and our mobile application may contain (or you may be sent through the Site or our mobile application) links to other websites or content belonging to or originating from third parties or links to websites and features in banners or other advertising. Such external links are not investigated, monitored, or checked for accuracy, adequacy, validity, reliability, availability or completeness by us. WE DO NOT WARRANT, ENDORSE, GUARANTEE, OR ASSUME RESPONSIBILITY FOR THE ACCURACY OR RELIABILITY OF ANY INFORMATION OFFERED BY THIRD-PARTY WEBSITES LINKED THROUGH THE SITE OR ANY WEBSITE OR FEATURE LINKED IN ANY BANNER OR OTHER ADVERTISING. WE WILL NOT BE A PARTY TO OR IN ANY WAY BE RESPONSIBLE FOR MONITORING ANY TRANSACTION BETWEEN YOU AND THIRDPARTY PROVIDERS OF PRODUCTS OR SERVICES. PROFESSIONAL DISCLAIMER The Site cannot and does not contain financial advice. The financial information is provided for general informational and educational purposes only and is not a substitute for professional advice. Accordingly, before taking any actions based upon such information, we encourage you to consult with the appropriate professionals. We do not provide any kind of financial advice. THE USE OR RELIANCE OF ANY INFORMATION CONTAINED ON THE SITE OR OUR MOBILE APPLICATION IS SOLELY AT YOUR OWN RISK. TESTIMONIALS DISCLAIMER The Site may contain testimonials by users of our products and/or services. These testimonials reflect the real-life experiences and opinions of such users. However, the experiences are personal to those particular users, and may not necessarily be representative of all users of our products and/or services. We do not claim, and you should not assume, that all users will have the same experiences. YOUR INDIVIDUAL RESULTS MAY VARY. The testimonials on the Site are submitted in various forms such as text, audio and/or video, and are reviewed by us before being posted. They appear on the Site as given by the users, except for the correction of grammar or typing errors. Some testimonials may have been shortened for the sake of brevity where the full testimonial contained extraneous information not relevant to the general public. The views and opinions contained in the testimonials belong solely to the individual user and do not reflect our views and opinions. We are not affiliated with users who provide testimonials, and users are not paid or otherwise compensated for their testimonials. User Agreement 1. This User Agreement outlines the terms and conditions of Design By Zen "DBZ" (“the Website”), device application and other associated services (“Our Services”). By continuing to access Our Services, you are indicating acceptance of this User Agreement (“this Agreement”). 2. The website www.designbyzen.com is wholly owned, operated and controlled by VRI (NZ) Limited, trading as Design By Zen known also as "DBZ". 3. References in this Agreement to "Design By Zen "DBZ" ", "we", "our" or "us" are to VRI (NZ) Limited, depending on the context, and references to "you" or "your" are references to the “User” of Our Services, being the person with whom VRI (NZ) Limited enters into this Agreement. 4. By entering this Agreement and using our services, you acknowledge and agree that you have read, understood, and completely accept all of the terms and conditions in this agreement as well as our Privacy Policy in effect, as changeable at our discretion from time to time. 5. You further acknowledge that Design By Zen "DBZ" may amend, modify, add to or delete certain Terms and Conditions in this User Agreement and our Privacy Policy at our discretion. Such amendments, modifications, additions or deletions apply to your use of our Services as soon as they are displayed on the Website (whether or not you are aware of those amendments, modifications, additions or deletions). All subsequent transactions by you will be subject to the amended and most current User Agreement. 6. The Site is intended for users who are at least 18 years old. People under the age of 18 are not permitted to use any services in which our site provides. 7. Risk of Using Blockchain Technology: Blockchain technology including Non-Fungible Tokens (“NFT”) and cryptocurrency is immutable in nature. This means once a transaction is processed it may not be reversed. There is inherent risk when using facets of blockchain technology which can lead to a significant loss of digital assets. By using our services, you agree that you understand the inherent risks associated with blockchain technology and you indemnify Design By Zen "DBZ" of any liability or losses associated to your use of blockchain technology directly, indirectly or otherwise. 8. Licensing: The below paragraphs represent the standard license terms of all NFTs released by Design By Zen "DBZ" . Individual NFTs may have further, or varying license terms displayed upon purchase. 9. In the event there is an inconsistency between these terms and the terms displayed upon the NFT’s purchase (“Custom Terms”) the Custom Terms shall supersede these terms solely on inconsistent terms. Outside of inconsistency, the remaining terms of this agreement shall remain applicable. 10. Type of License - NFT owners are bestowed a perpetual, non-sublicensable, non-exclusive, global license to produce and recreate the copyright material attached to a Design By Zen "DBZ" NFT. 11. Intellectual Property Rights – Permitted use of the intellectual property attached to the Design By Zen "DBZ" NFTs include: Royalty Free Commercialisation – You may commercialise the use of the copyright material to the extent: 1. that the use of copyright material is in normal commercial channels and in accordance with good business practice; 2. that no royalties are generated from the commercialisation (that is, royalties from sublicensing the copyright material. It does not include royalties from OpenSea and NFT marketplaces); 3. that it retains the goodwill in the copyright material and does not cause the Design By Zen "DBZ" Brand or Company to fall into disrepute; 4. that the whole of the copyright material is displayed in the product/asset created without any alteration or modification that infringes on Design By Zen "DBZ" ’s intellectual property. Digital display of copyright material. 12. Restrictions – You may create derivative works from Design By Zen "DBZ" ’s intellectual property so long as it does not infringe on any other existing Design By Zen "DBZ" NFT’s intellectual property. You may not use the Design By Zen "DBZ" brand or logos for commercial use in any circumstances. 13. Determining Ownership – An individual who holds a Design By Zen "DBZ" NFT within theirwallet shall be considered the owner of the NFT. Ownership may only be held by a single legal entity at any one time. 14. Copyright Cooldown – Upon an NFT being transferred to a new wallet address, there is a 72-hour cooling off period (“Cooling Off Period”) where no individual or entity is able commercialise the intellectual property attached to the NFT. Commercialisation within the cooldown period will constitute copyright infringement. 15. General Condition of Use – You must use your best endeavours to preserve the reputation and value of the copyright material and agree to do all things reasonably necessary to protect the copyright material. 16. Record Keeping 1. Every event copyright material is commercialised by an entity in possession of an NFT, the possessing entity must record and store for a period of 12 months the following details: A. Date of Use; B. What has the copyright material been used for; C. Number of Products/Assets Produced; and D. Entity that has used it. 17. A failure to keep relevant records will constitute a breach of copyright and this agreement. 18. In the event no records have been maintained Design By Zen "DBZ" may immediately terminate the license to use the copyright material, determine any possession of an NFT to be null and void and claim damages in a court of law for copyright infringement. Intellectual Property 19. You acknowledge and agree that the Site and its Services are the property of Design By Zen "DBZ" or its licensors. Subject to your compliance with this User Agreement, Design By Zen "DBZ" grants you a limited right to access and/or use the Site. The right to access and/or use the Site is a non-exclusive, non-transferable, revocable, limited licence, and it is subject to the limitations and obligations contained herein. Nothing in these Terms gives you any licence (other than as set out in this section), right, title, or ownership of, in, or to any of the Site. 20. You acknowledge and agree that Design By Zen "DBZ" retains all rights, title, and interest in and to all copyright, trademarks, trade secrets, patents, and any other proprietary rights in the Site, the software and application programming interfaces (APIs) comprising the Site, and all content therein. You acknowledge and agree that Design By Zen "DBZ" , their trademarks, service marks, logos, graphics, brands, and domain names are the registered trademarks or trademarks of Design By Zen "DBZ" . 21. You must not register or attempt to register any of the copyright material or any of our intellectual property rights in your own name as proprietor. 22. Notwithstanding any rights or entitlements afforded by this agreement to NFT holders, you are not permitted to create, for commercial use, fan art (tokenised or physical), merchandise, or similar content stemming from the Site and its affiliated links and projects. 23. If you create any fan-art for personal, non-commercial use, the artwork must clearly state “Design By Zen "DBZ" Fan Art” and a link to the Site at www.designbyzen.com . Design By Zen "DBZ" reserves the right to determine if something is fan art/merchandise or not. Please Note: Fan art detailed in clause 22 does not include derivative works that have been created or distributed by the NFT holder that has the right to do so. This has been included to protect the value of the Design By Zen "DBZ" NFTs and their respective owners. Third Party Infringements 24. You must notify us immediately after becoming aware of any suspected or actual: 1. infringement by any person of any of the copyright material; or 2. unauthorised use of the copyright material. 25. You must provide all assistance and documents required or requested by us in relation to any proceedings that we may bring against any person for infringement or unauthorised use of any of the copyright material. Data Protection 26. In order to provide you with access to our Site and our services, you acknowledge and agree that Design By Zen "DBZ" may collect, store and process your personal data and/or information. By accessing and/or using the Site, you acknowledge to have read, understood, and accepted the terms of Design By Zen "DBZ" ’s privacy policy, and you further acknowledge and agree that Design By Zen "DBZ" may use such data and/or information in accordance with the terms of its privacy policy. User Representations 27. By accessing and/or using the Services, you represent and warrant that: A. you fully understand and have experience of tokens, cryptocurrencies, and digital assets, as well as of blockchain-based infrastructures and services; and B. you fully understand the risks associated with the trading or holding of tokens, cryptocurrencies, and digital assets as well as the mechanics related to the use of such tokens, cryptocurrencies, and digital assets (including with respect to their storage and exchange). 28. By accessing and/or using the Site, you acknowledge that, tokens, cryptocurrencies, and digital assets, are extremely volatile and shift quickly in terms of, among others, liquidity, market depth and other characteristics. There is no guarantee against losses for accessing and/or using the Site in correlation with digital assets. 29. You further represent and warrant that you are not entering into transactions that are above your financial abilities and that you are aware of the risks related to tokens, cryptocurrencies, and digital assets, for which you are solely responsible and liable for. 30. You acknowledge and agree that Design By Zen "DBZ" does not provide any advice, guidance, or recommendations on the opportunity to invest into, disinvest from, or remain invested in any Token and/or digital asset. If you are considering purchasing Tokens or digital assets as an investment, you should first contact your financial advisor for any such advice, guidance, or recommendation. 31. By accessing and/or using the Site, you warrant that you are a bona fide user of Design By Zen "DBZ" services. 32. By accessing Design By Zen "DBZ" via a wallet, Metamask or account creation via the Design By Zen "DBZ" website, you confirm that you will not use Design By Zen "DBZ" Services in connection with any of the following businesses, activities, practices or items, or any criminal activities whatsoever, including but not limited to: 1. Terrorist financing; 2. Money laundering; 3. Illegal gambling; 4. Distributing or funding drugs and drug paraphernalia; 5. Malicious hacking including payments for ransomware; 6. Any business activity we believe poses elevated financial risk, including legal liability, pyramid schemes, network marketing, and referral marketing programs; 7. Knowingly or recklessly providing us with inaccurate or incomplete information through the Platform; 8. Reverse engineering, disassembling, or otherwise attempting to construct, copy, or replicate the Platform’s source code, formulas, or processes; 9. Interfering with the security of the Platform or the safe use of the Platform by others (including without limitation by way of distributing viruses, corrupted files, or other similar software or programs that may damage the operation of any computer hardware or software or which are otherwise directed at the Website or its users); 10. Using this Platform for any purpose that is unlawful or prohibited or in a way which infringes the intellectual property rights or other rights of any person (including us); 11. Knowingly or recklessly using and/or taking advantage of a technical or technological error, loophole, or glitch on the Design By Zen "DBZ" Platform or Services offered; 12. Using the Platform or the information contained in it for commercial purposes which are competitive to the Platform or our business or which would otherwise be detrimental or prejudicial to our interests in any way; 13. Using systematic, repetitive, or other related methods which are designed to generate or obtain repetitive and repeated amounts of data or other information from or to the Platform or which may otherwise place an unreasonable load on the infrastructure of the Platform; 14. Publishing, posting, distributing, disseminating, or sending ‘spam material’ or engaging in any communication that is offensive, false, unlawful, defamatory, indecent, unfair or inappropriate in any way to others, which would reasonably be considered ‘spam’ or which is deliberately false, misleading, or deceptive (or likely to mislead or deceive); 15. Collecting or storing personal data about other users of the Platform; or 16. Doing anything else which may interfere with or negatively affect the operation of our Platform, Services, or other users. User Registration 33. You may be required to register an account or sign up with a wallet address with the Site to be able to access its features and functions. You agree to keep your password (if any) confidential and will be responsible for all use of your account and password. 34. To the maximum extent allowed by law, we accept no liability for any losses suffered by you with regards to losing access to your account or wallet. 35. You may not access or use the Site for any purpose other than that for which we make the Site available. The Site may not be used in connection with any commercial endeavours except if agreed to in a binding legal contract with Design By Zen "DBZ" . 36. The prohibited activities with regards to the Site include, but are not limited to: 1. Systematically retrieving data or other content from the Site to create or compile, directly or indirectly, a collection, compilation, database, or directory without written permission from us; 2. Using the Site in any unauthorised manner, including collecting usernames and/or email addresses of users by electronic or other means for the purpose of sending unsolicited email, or creating user accounts by automated means or under false pretences; 3. Using a buying agent or purchasing agent to make purchases on the Site; 4. Using the Site to advertise or offer to sell goods and services; 5. Circumventing or disabling or otherwise interfering with security-related features of the Site, including features that prevent or restrict the use or copying of any Site content or enforce limitations on the use of the Site and/or the content contained therein; 6. Engaging in unauthorised framing of or linking to the Site; 7. Defrauding or misleading us and/or other users, especially in any attempt to learn sensitive account information such as user password; 8. Improperly using our support services or submitting false reports of abuse or misconduct; 9. Engaging in any automated use of the system, such as using scripts to send comments or messages, or using any data mining, robots, or similar data gathering and extraction tools; 10. Interfering with, disrupting, or creating an undue burden on the Site or the networks or services connected to the Site; 11. Attempting to impersonate another user or person or use the username of another user; 12. Selling or otherwise transferring your profile; 13. Using any information obtained from the Site in order to harass, abuse, or harm another person; 14. Use of the Site as part of any effort to compete with us or otherwise use Site and/or the content contained within for any revenue-generating endeavour or commercial enterprise; 15. Deciphering, decompiling, disassembling, or reverse engineering any of the software comprising or in any way making up a part of the Site; 16. Attempting to bypass any measures of the Site designed to prevent or restrict access to the Site, or any portion of it; 17. Harassing, intimidating, or threatening any of our employees or agents engaged in providing any portion of the Site to you; 18. Deleting copyright or other proprietary rights notice from any content from or derived from the Site; 19. Copying or adapting the Site’s software, including, but not limited to HTML, JavaScript, or other code; 20. Uploading or transmitting (or attempting to upload or to transmit) viruses, Trojan horses, or other material, including excessive use of capital letters and spamming (continuous posting of repetitive text), that interferes with any party’s uninterrupted use and enjoyment of the Site or that modifies, impairs, disrupts, alters, or interferes with the use, features, functions, operation, or maintenance of the Site; 21. Uploading or transmitting (or attempting to upload or to transmit) any material that acts as a passive or active information collection or transmission mechanism, including, without limitation, web bugs, cookies, or other similar devices; 22. Except as may be the result of standard search engines or Internet browser usage, using, launching, developing, or distributing any automated system, including, without limitation, any spider, robot, cheat utility, scraper, or offline reader that accesses the Site, or using or launching any unauthorised script or other software; 23. Disparaging, tarnishing, or otherwise harming, us and/or the Site, such harm which is assessed and judged at our sole discretion and opinion; and 24. Using the Site in a manner inconsistent with any applicable laws or regulations. Payment Gateways 37. Design By Zen "DBZ" may allow you to purchase, trade, or sell NFTs via a third party payment gateway, any financial transaction where you elect to pay for a products via a third party is solely facilitated by that third party. If you opt to use the third-party services, you must abide by their terms and conditions. 38. Third Party services are not controlled by Design By Zen "DBZ" . You agree to use third party services at your own risk. You agree to indemnify Design By Zen "DBZ" from all liability in relation to third party services. We accept no liability arising from transactions or services facilitated by any third party. Taxation 39. You shall be solely responsible for any taxes applying to the payments you make or receive through the Site, and to collect, report, and remit such taxes to the appropriate tax authorities. You acknowledge and agree that, Design By Zen "DBZ" is not able to provide you with a taxation report concerning the operation executed and that it is your duty to collect all the information required by the competent tax authorities in order to comply with your tax obligations. 40. As Design By Zen "DBZ" is domiciled in New Zealand, we are required to collect Good and Services Tax (“GST”) on all products sold and services provided that are not construed as Digital Currency. We will collect GST on all applicable goods and services. Refunds and Purchases 39. To the maximum extent permitted by law, you agree and acknowledge that we are under no obligation to allow refunds on the Site in relation to any transactions that may, be refundable. Any refunds or compensation, whether monetary or otherwise, in relation to the Site and your use of the Site and all its features and assets are considered, accepted, or rejected at our sole discretion. This includes, but is not limited to, the following scenarios in which you may potentially suffer loss, harm, or damage: 1. accidental purchases made by you; 2. glitches, malfunctions, or other technical errors encountered on the Site; 3. being made victim of another user’s fraud, deceit, prohibited activity, or misdemeanour; 4. fluctuating pricing by other users; 5. unreasonable pricing by other users; 6. the use of the Site and/or its features and assets in a manner not consistent with a relevant intended purpose. Submissions 42. You acknowledge and agree that any questions, comments, suggestions, ideas, feedback, or other information regarding the Site, the App, and the Smart Contracts (“Submissions”) provided by you to us are non-confidential and will become our sole property. We will own exclusive rights, including all intellectual property rights, and should be entitled to the unrestricted use and dissemination of these Submissions to any lawful purpose, commercial, or otherwise, without acknowledgment from or compensation for you. 43. You hereby waive any moral rights to any such Submissions, and you hereby warrant that any such Submissions are original with you or that you have the right to submit such Submissions. You agree there should be no recourse against us for any alleged or actual infringement or misappropriation of any proprietary right in your Submissions. Third Party Website and Content 44. The Site may contain (or you may be sent via the Site) links to other websites (“Third-Party Websites”), as well as articles, photograph, text, graphics, pictures, designs, music, sound, video, information, applications, software, and other content or items belonging to or originating from third parties (“Third-Party Content”). 45. Such Third-Party Websites and Third-Party Content are not investigated, monitored, or checked for accuracy, appropriateness, or completeness by us, and we are not responsible for any Third-Party Websites accessed through the Site, or any Third-Party Content posted on, available through, or installed from the Site, including the content, accuracy, offensiveness, opinions, reliability, privacy practices, or other policies of or contained in the Third-Party Websites or the Third-Party Content. 46. Inclusion of, linking to, or permitting the use or installation of any Third-Party Websites or any Third-Party Content does not imply approval or endorsement thereof by us. 47. If you decide to leave the Site and access the Third-Party Websites or to use or install any Third-Party Content, you do so at your own risk and you should be aware that these Terms and Conditions no longer govern your use of and interaction with these Sites and/or Content.You should review the applicable terms and policies, including privacy and data gathering practices, of any website to which you navigate from the Site or relating to any applications you use or install from the Site. 48. Any purchase you make through Third-Party Websites will be through other websites and from other companies, and we take no responsibility whatsoever in relation to such purchases which are exclusively between you and the applicable third party. 49. You agree and acknowledge that we do not endorse the products and services offered on Third-Party Websites and we are not liable for any harm caused by your purchase of such products and services. 50. Additionally, you agree and acknowledge that we accept no liability for any losses sustained by you or harm caused to you relating to or resulting, in any way, from any Third-Party Content or any contact with Third-Party Websites. Advertising 51. We may allow advertisers to display their advertisements and other information in certain areas of the Site, including sidebars, pop-ups, and banners. If you are an advertiser, you should take full responsibility for any advertisements you place on the Site, and any services provided on the Site, or products sold through those advertisements. 52. Further, as an advertiser, you warrant and represent that you possess all rights and authority to place advertisements on the Site, including, but not limited to, intellectual property rights, publicity rights, and contractual rights. We simply provide the space to place such advertisements, and we have no other relationship with advertisers. 53. Advertisers and Design By Zen "DBZ" are not and are not to be taken to be in a partnership, joint venture, employment, agent, or fiduciary relationship. Termination Of Use and Banning of Wallet Address 54. You may terminate these Terms at any time by withdrawing consent to abide by these terms via writing or by deregistering as a user of our Site. If you withdraw consent, or otherwise terminate these Terms, you will not receive any refunds for any purchases that you might make on or through the Site. 55. If you resume use of our Site in any way, these terms will apply to that resumed use, whether you are a registered user or not. 56. You agree that we, in our sole discretion and for any or no reason, may terminate these Terms or suspend and/or terminate your use of our platform, or ban your wallet address from using the Site without the provision of prior notice. You agree that any suspension or termination of your access to the Site may be without prior notice and that we will not be liable to you or to any third party for any such suspension or termination. 57. If we terminate these Terms or suspend or terminate your access or a wallet’s access to or use of the Site due to your breach of these Terms or any suspected fraudulent, abusive, or illegal activity (including, without limitation, if you engage in any of the Prohibited Activities), then termination of these Terms will be in addition to any other remedies we may have at law or in equity. 58. We have the right, without provision of prior notice, to take appropriate legal action, including, without limitation referral to law enforcement or regulatory authority, or notifying the harmed party of any illegal or unauthorised use of the Site. Without limiting the forgoing, we have the right to fully cooperate with any law enforcement authorities or court order requisition or directing us to disclose the identity or other information of anyone using the Site. 59. Upon any termination or expiration of these Terms, whether by you or us, you may no longer have access to information that you have used or gathered on the Site or that is related to our wallet, and you acknowledge that we will have no obligation to maintain any such information in our databases or to forward any such information to you or to any third party. Limitation Of Liability 60. In no event will Design By Zen "DBZ" , its officers, shareholders, employees, agents, directors, subsidiaries, affiliates, successors, assigns, suppliers, or licensors be liable for any loss or damages, including without limitation, direct, indirect, special, consequential, or punitive loss or damages, arising from or related to your use of the Site, whether in an action of contract, tort or otherwise, and regardless of whether such damages were foreseeable and whether or not Design By Zen "DBZ" was advised of the possibility of such damages. 61. Neither party will be liable to the other party for any loss of anticipated profits or revenue arising from this Agreement or the use of our Site. 62. Without limiting the generality of the foregoing, Design By Zen "DBZ" takes no responsibility for and will not be liable for any financial or other loss or damages arising from or related to the use of the Site, including, without limitation, to any of the following: 1. delays, interruption or loss of services; 2. technical failure, malfunction or shutdown; 3. server failure, hacks or unavailability; 4. data loss; 5. corrupted data on Design By Zen "DBZ" ’s servers; 6. failure to update or provide correct information; 7. “phishing” or other websites impersonating as Design By Zen "DBZ" ; 8. stolen, lost, or unauthorised use of your means of authorization; 9. loss of business or goodwill. 63. The limitation of liability set out above shall not be applicable in case of loss or damages caused by Design By Zen "DBZ" or any of its employees by intentional misconduct or gross negligence. 64. The Site supports or is integrated with third party services. Design By Zen "DBZ" takes no responsibility for any third-party services and will not be liable for any loss or damages caused by such third-party services. 65. The Site is provided on an “as is” and “as available” basis without any representation or warranty of any kind, whether express or implied, to the maximum extent permitted by applicable laws. Design By Zen "DBZ" disclaims any implied warranties of title, merchantability, fitness for a particular purpose and/or non-infringement. Indemnification 66. To the fullest extent permitted under applicable laws, you agree to hold harmless and indemnify Design By Zen "DBZ" , its officers, shareholders, employees, agents, directors, subsidiaries, affiliates, successors, assigns, suppliers, or licensors from and against all thirdparty claims and all liabilities, damages, assessments, losses, costs, or expenses (including reasonable attorney fees) resulting from or arising out of: 1. Your alleged or actual breach of these Terms, including, without limitation, Your express representations and warranties; 2. Your alleged or actual use or misuse of the Services; and 3. Your alleged or actual infringement or violation of any laws or of the rights of a third party. Amendments 67. We may amend these Terms from time to time by either notifying you using our Site or by providing details of the amendments on our Site. 68. We recommend you read these terms carefully each time to ensure you agree to them during the use of our site. Entire Agreement 69. This User Agreement constitutes all the terms and conditions agreed upon between you and Design By Zen "DBZ" and supersedes any prior agreements in relation to the subject matter of these Terms, whether written or oral. Severability And Waiver 70. Unless as otherwise stated in these Terms, should any provision of these Terms be held totally or partially invalid or unenforceable, such invalidity or unenforceability shall not in any manner affect or render invalid or unenforceable the remaining provisions of these Terms, and the application of that provision shall be enforced to the extent permitted by applicable laws. 71. The failure of Design By Zen "DBZ" to exercise or enforce any of the rights or provisions of these Terms shall not considered as a waiver of Design By Zen "DBZ" s rights to do so. Assignment 72. Design By Zen "DBZ" may assign these Terms and/or delegate any of its obligations hereunder, in whole or in part. 73. You cannot assign or otherwise transfer the benefit of these Terms or any part of them, nor transfer or sub-license your rights under these Terms to any third party, without our prior written consent which may be withheld in our absolute discretion, unless in connection with the transfer of any digital asset. Relationship of Parties 74. Nothing contained in these Terms shall be deemed or construed to create a principal and agent, partnership, or joint venture relationship between you and Design By Zen "DBZ". Force Majeure 75. Design By Zen "DBZ" will not be deemed in default of this User Agreement to the extent that performance of its obligations is delayed or prevented by reason of any external force including, without limitation, war, insurrections, bank failures, strikes, fires, floods, earthquakes, labour disputes, epidemics, governmental regulations, freight embargoes, natural disaster, act of government, pandemics, or any other cause beyond Design By Zens "DBZ" ’s reasonable control. Governing Law 76. These Terms and Conditions, and your use of the Site, are/is governed by and constructed in accordance with the laws of New Zealand, applicable to agreements made and to be entirely performed in New Zealand, without regard to its conflicts of law principles. 77. Each party submits to the non-exclusive jurisdiction of the courts in Tasman, New Zealand and courts of appeal from them in respect of any proceedings arising out of or in connection with this Agreement. 78. Each party irrevocably waives any objection to the venue of any legal process in the Tasman, New Zealand courts on the basis that the process has been brought in an inconvenient forum. Accessing And Amending Personal Information 79. You are entitled to review, correct, or amend your personal information, or to delete that information where it is inaccurate. You may do this by contacting us at Design By Zen. 80. If your access to the site is suspended or terminated, we will keep your information in our database for at least seven years for regulatory purposes. This ensures that those who are attempting to avoid fraud cannot achieve this by simply closing or terminating their access. When your access is closed or terminated, your information will not be used by us for any further purposes, including sharing to third parties.

Q: What Do Holistic Objectives (HO) Mean in the Social Harmony Ecosystem? 4.2 The Holistic Objectives in SHE: Expert Guidance. Q: What Do Holistic Objectives (HO) Mean in the Social Harmony Ecosystem? A: A Deep Dive into Holistic Objectives and Their Importance Holistic Objectives in SHE, such as staying alive, maintaining good health, & converting expenditures into income, form the actionable layer above SHE's ethical backbone—the Heuristic Imperatives. The specific Imperatives are reducing suffering, increasing prosperity, & increase understanding. Together, Heuristic Imperatives (HI) and Holistic (HO) create a robust, self-reinforcing guidance loop that drives decision-making & behaviour within the SHE ecosystem. In a departure from the traditional "man vs. machine" viewpoint, SHE adopts a stakeholder equality approach. This means that all decisions, whether made by humans or AI, are guided by a shared understanding of the HI and HO principles. Our research indicates that adherence to these principles boosts positive outcomes, especially when coupled with real-time Comfort Index (CI) feedback. The Holistic Objectives are designed to be measurable and actionable, offering clear endpoints for each goal. They serve as the 'function values' that guide the system's actions and decision-making processes. Highlighted Points: Heuristic Imperatives (HI): Core principles that include reducing suffering, increasing prosperity, and fostering understanding. Holistic Objectives (HO): Actionable goals such as staying alive, maintaining health, and converting outgoings into income. Comfort Index (CI): A real-time feedback mechanism that enhances alignment and improves outcomes. Note: The objective of 'converting outgoings into income' can manifest in various forms, ranging from meeting daily financial requirements to achieving a balanced lifestyle and even generating income through CI-based micro-transactions. Previous Next The creation of "SHE ZenAI" © DBZ-David. Understanding the Actionable Goals that Drive SHE's AI Systems. 6 September 2023 at 4:00:00 am Author: David W. Harvey - Design By Zen, Publications

Q: What Does "Second Cortex" mean in the context of SHE Zen AI? 1.3. A Second Cortex: SHE's Zen Principles for Enhanced Cognition. Q: What Does "Second Cortex" mean in the context of SHE Zen AI? The personal Social Harmony ecosystem acts as a "Second Cortex". This is by providing an extra layer of cognitive support, much like the human cortex does for higher-order functions. This includes helping users sift through complex information, make informed decisions, and deepen their understanding. In the age of "Instant Knowledge," the Internet has evolved from a mere repository of information to an oracle of expertise. Today we are used to now relying on trusted experts and social influencers to guide their decision-making, shifting away from traditional advertising and more reliant for the last decade on "just "Google it" search methods. In modern decision-making, digital trust security layers have become essential to the trust chain. This includes search engine filters, review services, and personal VPNs that serve as badges of authenticity. As of 2023, the line between human and machine-generated content has blurred. The challenge now is distinguishing the origin and ensuring the content's authenticity and value. Decision-making today is a complex process that occurs at the length of "attention" speed. It involves multiple factors, from verifying authenticity to aligning with personal values, all of which happen almost instantaneously. Today the average American checks their phone 80 times daily, each time engaging in a cognitive process weighing multiple factors. That has a a preload of daily stress - either in not having a response or being prepared to handle and respond to the daily "events". SHEGPT as SHE Zen AI Assistants work around the clock to act as your second cortex, easing your cognitive load. They handle your communications efficiently, allowing you to be more productive while retaining the context of your interactions.The technical term is Retrieval Augmented Generation (RAG) search. Previous Next The creation of "SHE ZenAI" © DBZ-David. Elevating Decision-Making: SHE as Your Cognitive Co-pilot. 31 July 2023 at 11:00:00 pm Author: David W. Harvey - Design By Zen, Publications

The Home of SHE ZenAI is ethical AI, personalized AI with the benefit of the Comfort Index, ensuring data privacy & security in the AI era. To see this working, head to your live site. Categories All Posts My Posts Design By Zen Forum Join the discussions around lifestyle technology, SHE ZenAI & the designer AI integrator journey. Create New Post SHE ZenAI General Discussions Use Cases, knowledge base, and developments around SHE ZenAI & fusions. subcategory-list-item.views subcategory-list-item.posts 7 Follow SHE ZenAI Questions & Answers Our shared knowledge base around SHEGPT & the Fusion with the EQ1 Earthquake Proof Table. subcategory-list-item.views subcategory-list-item.posts 2 Follow The SandBox Welcome! Have a look around and join the conversations. subcategory-list-item.views subcategory-list-item.posts 0 Follow New Posts David Harvey Jun 23, 2024 An Essay on the Innovation Revolution SHE ZenAI General Discussions AI, Human Expertise, and the Theory to Demonstrated Results. Introduction AI, a Catalyst for Innovation: we are currently in the midst of a profound shift in the innovation landscape, a transformation largely driven by the power of AI. This technology, with its ability to process vast amounts of information, generate ideas, and solve problems at unprecedented speeds, is reshaping the way we innovate. This transformation is not merely changing how we innovate; it fundamentally challenges our understanding of expertise, the value of traditional credentials, and how we validate new ideas. The New Innovation Landscape The Democratisation of Tools and Knowledge The rise of open-source projects, cloud computing, and AI tools created a more level playing field. Individuals and small teams can now compete with established players, and they can experience the excitement of accessing resources once exclusive to well-funded "walled and moated" institutions. Example: In 2019, a small team from DeepMind developed AlphaFold, solving the 50-year-old protein folding problem. Similarly, Omega*'s open-source components (like Hospital AI simulacra) and the DBZ Comfort Index (CI) enable a global community to contribute to its development. We apply this object-oriented process to quantum outward computing optimisation and complex systems modelling. This democratisation fosters an environment where innovation is accessible and accelerated by collective expertise. AI as an Innovation Catalyst AI's Impact on Innovation: AI has emerged as a powerful force multiplier for innovation. Its ability to process vast amounts of information, generate ideas, and solve problems at unprecedented speeds is evident in recent benchmarks. These benchmarks provide compelling evidence of AI's role in accelerating the innovation process. GPT-4 vs. Human Tests (May 2023) Detailed comparison showing GPT -4's performance in various tests compared to human averages, highlighting the breadth of AI capabilities across different domains. Comparison Aspect, Benchmark AI Model Performance and Human Performance Difference Implications Surpassing Human Experts MMLU Claude 3.5 Sonnet: 90.4 Human Expert: 89.8 +0.6 (0.67%) AI models now exceed human expert performance in complex tasks. Wide Performance Gap GPQA Claude 3 Opus: 59.5 PhD Holder: 34.0 +25.5 (75%) AI demonstrates a significant advantage in problem-solving abilities. Consistency Across Tasks Multiple Benchmarks Top AI Models: 85-90+ Various Human Experts: 30-50 Up to 60 points (120%) AI consistently performs consistently across varied cognitive tasks. Rapid AI Advancement Development Timeline Multiple AI Models Exceeding Human Traditional Human Training N/A AI models are developed and iterated rapidly, outpacing the slower traditional human expertise development. These results show that AI models match and surpass human expert performance in various cognitive tasks. This positions AI as a pivotal player in the innovation ecosystem, enabling breakthroughs at speeds and scales previously unimaginable. The Challenge to Traditional Timelines The traditional multi-year PhD process and academic timelines need to be in sync with the rapid pace of technological advancement. For instance, mapping the Human Genome can now be accomplished in weeks or months thanks to significant AI and software development using AI innovations, rather than taking years. The evidence clearly shows that a BSc student does not need to spend five years completing just one Protein fold map during a PhD program following a Master's degree. Case Study: OpenAI's DALL-E 2, a text-to-image AI model, took approximately nine months from concept to public release. From the breakthrough date of the 26th of November 2023 with our implementation of Q* lead to the supporting function requirements of K* Knowledge and O* the Observation function from calculus to code in four month. Integrating the Rutherford Quantum Constant (RQC) into Omega* took only two months, significantly enhancing its quantum computing capabilities. These rapid timelines starkly contrast with traditional research cycles, often spanning several years, highlighting the need for faster, more agile approaches in today's innovation landscape. LLMs: Smarter Than We Think (Jan 2024) Source LifeArchitects: Progression of AI models' scores over time, showing rapid improvement and surpassing human averages in various benchmarks. The Human Factor: Bias and Resistance Personal Motivations and Conflicts of Interest Venture capitalists, academics with patent portfolios, and established tech companies often have vested interests that can influence their evaluation of new technologies. Resistance against genuinely disruptive innovations challenging the status quo has shareholders to appease—moving the status quo goes hand in hand with the term moving at "glacial speed." Example: Omega* has to demonstrate its ability to solve NP-hard problems more efficiently than established algorithms. It has to face scepticism from academic institutions with investments in traditional methods. Omega* will overcome this by providing verifiable, reproducible results through Wolfram Alpha procedural code. Although not open source the objective is to set a standard for transparency and challenge entrenched biases in AI development. The Dunning-Kruger Effect, Expert Bias and affects of PhD "Publish or Perish" Culture Comparing the Affects of Dunning Kruger vs PhD "Publish or Perish" vs. Research Integrity vs. AI Accusations of the Dunning-Kruger effect are sometimes used to dismiss novel ideas. However, this can also be a defence mechanism employed by established experts who feel threatened by paradigm-shifting concepts. Understandable when your world focuses around the formalisation under an academic regime. Dunning Kruger Affect v.s Gartner Hype Cycle vs. PhD hype cycle vs. AI.png Historical Parallel: When Alfred Wegener proposed the theory of continental drift in 1912, the geological establishment dismissed him. It took decades to accept plate tectonics, demonstrating how expert bias can hinder revolutionary ideas. The recent AI benchmark results compel us to reconsider our notions of expertise and the value of traditional credentials in light of demonstrable AI capabilities. Chatbot vs Doctor: Quality and Empathy Ratings Comparison of quality and empathy ratings for chatbot and physician responses, showing significant advantages for AI in both areas. AI vs. Human Evaluation: A Data-Driven Comparison The benchmark data reveals significant discrepancies between AI and human expert performance: 1. Surpassing Human Experts: • Benchmark: Massive Multi-task Language Understanding (MMLU) • AI Model Performance: Claude 3.5 Sonnet achieved a score of 90.4. • Human Performance: Human experts scored 89.8. • Difference: +0.6 points (0.67% higher for AI) • Implications: AI models have reached a point where they can outperform human experts even in sophisticated cognitive tasks, demonstrating their potential as equal or superior collaborators in innovation. 2. Wide Performance Gap: • Benchmark: General Problem Solving and Question Answering (GPQA) • AI Model Performance: Claude 3 Opus scored 59.5. • Human Performance: A PhD holder scored 34.0. • Difference: +25.5 points (75% higher for AI) • Implications: The large gap between AI performance and PhD holders underscores the profound impact of AI in problem-solving domains, where AI's ability to process and analyse information rapidly provides a distinct advantage. 3. Consistency Across Tasks: • Benchmark: Various Cognitive Tasks and Benchmarks • AI Model Performance: Top AI models consistently score between 85-90+. • Human Performance: Human experts score between 30-50 depending on the task. • Difference: Up to 60 points (120% higher for AI) • Implications: AI models exhibit exceptional versatility, consistently ranking at the top across different cognitive benchmarks. This consistency highlights AI's broad applicability and ability to handle diverse tasks efficiently. 4. Rapid AI Advancement: • Development Timeline: AI models like Claude and GPT-4 have been iteratively developed in a matter of months. • Human Expertise Development: Traditional academic and training paths for achieving similar levels of expertise take years, such as the multi-year PhD process. • Implications: AI models' rapid development and iteration contrast sharply with human expertise's slower, traditional development. This acceleration in AI capabilities necessitates reevaluating how we perceive and leverage expertise in innovation. GPT-4 vs. Human Tests September 2023 GPT-4's superior performance in soft skills compared to Humans. The Power of Demonstrated Results In this complex landscape of rapid innovation, personal biases, and institutional resistance, empirical evidence and demonstrated results emerge as the ultimate arbiters of value. Working Code as Proof of Concept Just as Ernest Rutherford revolutionised our understanding of atomic structure through experimental evidence, today's innovators can leverage working code and tangible outputs as proof of concept. Case Study: When Satoshi Nakamoto introduced Bitcoin in 2008, the working code accompanying the whitepaper was crucial in demonstrating the feasibility of a decentralised digital currency. Similarly, AI benchmark results provide irrefutable evidence of their capabilities, challenging traditional notions of expertise and innovation. Why Demonstrated Results Matter • Tangible Outcomes: Working solutions and benchmark results provide measurable, verifiable evidence of capabilities. • Rapid Iteration: Functional prototypes and AI models allow quick refinement and improvement. • Real-world Application: Demonstrated results bridge the gap between theory and practice. • Overcoming Bias: Functional solutions and benchmark performances can overcome personal biases by demonstrating value regardless of origin. • Accessible Validation: A global community of peers can share, validate, and build upon demonstrated results. Navigating the New Paradigm Frontier innovation, is exemplified by systems like Omega* and the impressive performance of AI models. But we must challenge our assumptions and embrace new validation methods: 1. Embrace Hybrid Evaluation: Combine AI-driven analysis with human expertise for comprehensive evaluation, recognising the strengths of both. 2. Value Demonstrated Results: Prioritise working prototypes, empirical evidence, and benchmark performances over theoretical arguments or traditional credentials. 3. Foster Interdisciplinary Collaboration: Encourage cross-pollination of ideas across different fields, leveraging AI's broad knowledge base alongside human specialisation. 4. Recognise and Mitigate Biases: Be aware of personal and institutional biases that might hinder recognising genuinely innovative ideas or capabilities. 5. Adapt Evaluation Timelines: Align assessment processes with the rapid pace of modern innovation and AI development. 6. Encourage Responsible Innovation: Balance rapid development and AI deployment with careful consideration of ethical implications and long-term impacts. Conclusion The future of innovation lies not in clinging to traditional timelines, institutional authority, or outdated notions of expertise but in our ability to rapidly prototype, test, and refine ideas in the real world. The benchmark data clearly shows that AI models are theoretical constructs and practical tools capable of matching and exceeding human expert performance in complex cognitive tasks. Fostering an environment that values empirical evidence over established hierarchies can create a more dynamic, inclusive, and practical innovation ecosystem. The most successful innovators will be those who can navigate the complex interplay of AI augmentation and human creativity. Again, this process will be about demonstrating the value of their ideas through tangible results. Having a baseline will overcome scepticism, and the power of working solutions seems logical. As we propose and embrace this new paradigm, we open ourselves to possibilities where groundbreaking innovations can come from unexpected sources. Ideas are judged on their merits rather than their pedigree. Feasibility, Viability, and Desirability are either friction points or easily interchangeable when any proposition is tabled. These fundamental elements determine the delivery pace and level of experience. The innovation revolution is here. AI LLM models are "facilities" past tools. Systems like Omega* were designed openly to this potential by augmenting LLM as model-less instructors. The question is not whether we will participate but how quickly we can adapt to and shape this new reality. The future belongs to those who can envision and demonstrate it, leveraging the power of AI while complementing it with uniquely human insights and ethical considerations. Like 0 comments 0 David Harvey Jun 02, 2024 Design By Zen SHE ZenAI Omega* Explainer using Wolfram Alpha's Quantum Mechanics References SHE ZenAI Questions & Answers The following is the Wolfram Alpha description of Quantum Mechanics. It is presented as a step-by-step explanation document, section by section, with SHE ZenAI Omega* explainer sections. [Source: Wolfram Alfa, 2024]: Quote: To continue understanding how our models might relate to quantum mechanics, it is useful to describe a little more of the potential correspondence with standard quantum formalism. We consider quite directly—each state in the multiway system as some quantum basis state |S>. DBZ Explanation: In Omega*, the multiway system represents all possible states and their evolutions, similar to the basis states in quantum mechanics. Each state |S> corresponds to a potential configuration of data or a scenario within Omega*'s computational framework. This foundational analogy enables the system to efficiently handle complex data states and transitions. An important feature of quantum states is the phenomenon of entanglement—which is effectively a phenomenon of connection or correlation between states. In our setup (as we will see more formally soon), entanglement is basically a reflection of common ancestry of states in the multiway graph. (“Interference” can then be seen as a reflection of merging—and therefore common successors—in the multiway graph.) DBZ Explanation: Entanglement in Omega* represents the connections between different states, showing how changes in one part of the system can impact others. This reflects the real-world interconnected data points and their correlations, which are important for accurate predictive modelling and simulation." Lets consider the following multiway graph for a string substitution system: Each pair of states generated by a branching in this graph is considered to be entangled. And when the graph is viewed as defining a rewrite system, these pairs of states can also be said to form a branch pair. DBZ Explainer: In Omega*, multiway graphs show how states change through different operations and transformations. Each pair of branches represents the different outcomes from a single state, similar to different decision paths or computational results. This setup enables Omega* to simulate and assess multiple scenarios simultaneously. Given a particular foliation of the multiway graph, we can now capture the entanglement of states in each slice of the foliation by forming a branchial graph in which we connect the states in each branch pair. For the string substitution system above, the sequence of branchial graphs is then: In physical terms, the nodes of the branchial graph are quantum states, and the graph itself forms a kind of map of entanglements between states. In general terms, we expect states that are closer on the branchial graph to be more correlated, and have more entanglement, than ones further away. Explanation: The concept of branchial space in Omega* helps us visualise the relationships between different data states. States that are closer on this graph are more likely to influence each other. This helps Omega* optimise its data processing by focusing on closely related states, which improves efficiency and accuracy. As we discussed in 5.17, the geometry of branchial space is not expected to be like the geometry of ordinary space. For example, it will not typically correspond to a finite-dimensional manifold. We can still think of it as a space of some kind that is reached in the limit of a sufficiently large multiway system, with a sufficiently large number of states. And in particular we can imagine—for any given foliation—defining coordinates of some kind on it, that we will denote (ξ, b). So this means that within a foliation, any state that appears in the multiway system can be assigned a position (t, b) in “multiway space”. Edit: Here's the explanation of the symbols: • ξ (xi): Represents some kind of coordinate. • b: Represents a position in multiway space. • t: Represents time. • (ξ, b): A coordinate pair in branchial space. • (t, b): A coordinate pair in multiway space. Explanation: Omega* utilises this concept to handle high-dimensional data spaces that do not adhere to traditional geometries. The coordinates (ξ, b) represent intricate data points in this space, enabling Omega* to efficiently map and navigate vast amounts of data. In the standard formalism of quantum mechanics, states are thought of as vectors in a Hilbert space, and now these vectors can be made explicit as corresponding to positions in multiway space. But now there is an additional issue. The multiway system should represent not just all possible states, but also all possible paths leading to states. And this means that we must assign to states a weight that reflects the number of possible paths that can lead to them: Let us say that we want to track what happens to some part of this branchlike hypersurface. Each state undergoes updating events that are represented by edges in the multiway graph. And in general the paths followed in the multiway graph can be thought of as geodesics in multiway space. And to determine what happens to some part of the branchlike hypersurface, we must then follow a bundle of geodesics. Explanation: Tracking paths (geodesics) in multiway space allows Omega* to understand the progression of data states over time. This is crucial for predicting future states and optimising decision-making processes by following these paths and understanding their trajectories. A notable feature of the multiway graph is the presence of branching and merging, and this will cause our bundle of geodesics to diverge and converge. Often in standard quantum formalism we are interested in the projection of one quantum state on another < | >. In our setup, the only truly meaningful computation is of the propagation of a geodesic bundle. But as an approximation to this that should be satisfactory in an appropriate limit, we can use distance between states in multiway space, and computing this in terms of the vectors ξi=(ti,bi) the expected Hilbert space norm [122][123] appears ∣∣ξ1−ξ2∣∣2=∣∣ξ1∣∣2+∣∣ξ2∣∣2−2ξ1⋅ξ2 Edit: Here's the explanation of the symbols: • ξi=(ti,bi): Represents the vector ξiξ_iξi with components tit_iti (time) and bib_ibi (position in multiway space). • ∣∣ξ1−ξ2∣∣2=∣∣ξ1∣∣2+∣∣ξ2∣∣2−2ξ1⋅ξ2|| ξ_1 - ξ_2 ||^2 = || ξ_1 ||^2 + || ξ_2 ||^2 - 2 ξ_1 · ξ_2∣∣ξ1−ξ2∣∣2=∣∣ξ1∣∣2+∣∣ξ2∣∣2−2ξ1⋅ξ2: Represents the squared distance between two vectors ξ1ξ_1ξ1 and ξ2ξ_2ξ2 in Hilbert space. • ξ1⋅ξ2ξ_1 · ξ_2ξ1⋅ξ2: Represents the dot product of the vectors ξ1ξ_1ξ1 and ξ2ξ_2ξ2. Explanation: This approximation enables Omega* to calculate distances between different data states, allowing the system to assess the similarities and differences between scenarios. This capability is crucial for clustering, classification, and predicting the outcome of various interventions or changes. Time evolution in our system is effectively the propagation of geodesics through the multiway graph. And to work out a transition amplitude between initial and final states we need to see what happens to a bundle of geodesics that correspond to the initial state as they propagate through the multiway graph. And in particular we want to know the measure (or essentially cross-sectional area) of the geodesic bundle when it intersects the branchlike hypersurface defined by a certain quantum observation frame to detect the final state. Explanation: Time evolution in Omega* involves understanding how data states change over time, similar to geodesic propagation. By calculating transition amplitudes between states, Omega* can predict future states and outcomes, enabling proactive decision-making and optimisation. To analyze this, consider a single path in the multiway system, corresponding to a single geodesic. The critical observation is that this path is effectively “turned” in multiway space every time a branching event occurs, essentially just like in the simple example below: If we think of the turns as being through an angle θ, the way the trajectory projects onto the final branchlike hypersurface can then be represented by ei θ. But to work out the angle θ for a given path, we need to know how much branching there will be in the region of the multiway graph through which it passes. But now recall that in discussing spacetime we identified the flux of edges through spacelike hypersurfaces in the causal graph as potentially corresponding to energy. The spacetime causal graph, however, is just a projection of the full multiway causal graph, in which branchlike directions have been reduced out. (In a causal invariant system, it does not matter what “direction” this projection is done in; the reduced causal graph is always the same.) But now suppose that in the full multiway causal graph, the flux of edges across spacelike hypersurfaces can still be considered to correspond to energy. Explanation: This analogy illustrates Omega*'s capability to manage intricate data transformations and interactions. By likening data flow (flux) to energy, Omega* can utilize quantum principles to enhance computational efficiency and resource allocation. Now note that every node in the multiway causal graph represents some event in the multiway graph. But events are what produce branching—and “turns”—of paths in the multiway graph. So what this suggests is that the amount of turning of a path in the multiway graph should be proportional to energy, multiplied by the number of steps, or effectively the time. In standard quantum formalism, energy is identified with the Hamiltonian H, so what this says is that in our models, we can expect transition amplitudes to have the basic form ei H t—in agreement with the result from quantum mechanics. To think about this in more detail, we need not just a single energy quantity—corresponding to an overall rate of events—but rather we want a local measure of event rate as a function of location in multiway space. In addition, if we want to compute in a relativistically invariant way, we do not just want the flux of causal edges through spacelike hypersurfaces in some specific foliation. But now we can make a potential identification with standard quantum formalism: we suppose that the Lagrangian density ℒ corresponds to the total flux in all directions (or, in other words, the divergence) of causal edges at each point in multiway space. Explanation: Omega* can utilise the concept of Lagrangian density to evaluate local event rates and optimise resource usage dynamically. This enhances its ability to provide real-time insights and adjustments based on evolving data conditions. But now consider a path in the multiway system going through multiway space. To know how much “turning” to expect in the path, we need in effect to integrate the Lagrangian density along the path (together with the appropriate volume element). And this will give us something of the form ei S, where S is the action. But this is exactly what we see in the standard path integral formulation of quantum mechanics [124]. There are many additional details (see [121]). But the correspondence between our models and the results of standard quantum formalism is notable. It is worth pointing out that in our models, something like the Lagrangian is ultimately not something that is just inserted from the outside; instead it must emerge from actual rules operating on hypergraphs. In the standard formalism of quantum field theory, the Lagrangian is stated in terms of quantum field operators. And the implication is therefore that the structure of the Lagrangian must somehow emerge as a kind of limit of the underlying discrete system, perhaps a bit like how fluid mechanics can emerge from discrete underlying molecular dynamics (or cellular automata) [110]. One notable feature of standard quantum formalism is the appearance of complex numbers for amplitudes. Here the core concept is the turning of a path in multiway space; the complex numbers arise only as a convenient way to represent the path and understand its projections. But there is an additional way complex numbers can arise. Imagine that we want to put a metric on the full (t, x, b) space of the multiway causal graph. The normal convention (for t,x) space is to have real-number coordinates and a norm based on t2 – x2—but an alternative is use i t for time. In extending to (t, x ,b) space, one might imagine that a natural norm which allows the contributions of t, x and b components to be appropriately distinguished would bet^2 − x^2 + i b^2. [endquote] Edit: Here's the explanation of the symbols: • (t, x, b): Represents the full space with time (t), spatial coordinates (x), and branchial coordinates (b). • (t, x): Represents a space with time (t) and spatial coordinates (x). • t^2 − x^2: Represents the norm based on time squared minus spatial coordinates squared. • i t: Represents the imaginary unit (i) multiplied by time (t). • t^2 − x^2 + i b^2: Represents the natural norm with time squared, spatial coordinates squared, and the imaginary unit multiplied by branchial coordinates squared. Explanation: Omega* can use complex numbers to model intricate data relationships and transformations. By defining a natural norm that incorporates time, space, and branchial coordinates, Omega* can efficiently manage and analyse multi-dimensional data, enhancing its predictive accuracy. References: https://www.wolframalpha.com/ https://www.designbyzen.com/forum Like 0 comments 0 David Harvey May 13, 2024 What is Q* and Q-learning? What is its relationship to DBZ Q* and Comparisons? SHE ZenAI General Discussions Q-learning is a popular reinforcement learning technique used in modern AI systems. It operates on a trial-and-error approach where an AI agent learns to optimize its actions in a particular environment to maximize long-term rewards. The diagram shows the environmental cycle, which demonstrates how the input is processed into a result and then loops back to input range. State Reward Agent Action Environment Q-learning sample cycle. Think of the AI agent as a decision-maker that navigates a complex landscape, where each action has a potential positive or negative outcome. The techniques logic drives the gaming world and the behaviour of autonomous agents with Humans in the loop augmenting decisions for rewards. So a reward could be a token or a larger reward such as a new level. Q-learning provides a framework for the AI to evaluate its choices and refine its strategy over time. The results leading to more informed and impactful decisions with experience. This self-learning Operand ability has broad applications. Think of this as the Operations procedures manual with a team reading and refining then sending forward to update and being paid. If generalised it would be the "Department of Quality Assurance & Improvement" for streamlining business operations to creating personalized customer experiences. Operands are terms or expressions used in algebra, arithmetic, or other mathematical operations. It can be a single number, variable, or more complex expression. Operands are typically specified in the order in which they are to be performed on, following the rules of the specific operation being performed. Operands can be used in a variety of mathematical contexts, such as calculating the result of a function or solving an equation. Pro's: • Makes Operands faster. • Provides a Before the Operand was applied and After "State" once a cycle is completed • Can be applied as an Inline Process or a Call. Con's: • However, Q-learning focuses on maximizing rewards without necessarily considering broader ethical impacts. • Compute Hungry • Added Complexity Whats a real world or better still a Historical Use Case of Q-learning? Q-learning has been applied as a natural improvement within large language model methods. For example, OpenAI's sample open-source model from 2018 utilizes Q-learning. A comparison shows the differences between a large language model example (GPT-1?) architecture and a the DBZ model-less version. This sample architecture used a Gaming output to evaluate coherence results (the stickman picked his game from being drunk to in control). LLM Q-learning in OpenAI example versus DBZ Q* After authoring the SHE Zen AI Q* algorithm refinement lead to questions about how do llms use Q-learning? This table compares that 2018 sample LLM schema techniques to show differences. Both enhance performance depending on how the functions are applied. SHE ZenAI addresses the Con's by directly integrating ethical considerations and human well-being into its decision Q-learning. So a function path going beyond traditional Q-learning methods. Unlike the llm approach, which often places ethical considerations as afterthoughts or additional layers, SHE ZenAI considers ethics and human welfare as part of its core decision-making process. References : 1. Design By Zen [SHE is Zen AI] 2. Towards Characterizing Divergence in Deep Q-Learning [Joshua Achiam 1 2 Ethan Knight 1 3 Pieter Abbeel 2 4] 21-03-20 ______________________________________________ Like 0 comments 0 Forum - Frameless

Q: How does SHE Zen AI build digital trust? 3.4 Building Digital Trust: The Social Harmony's Expert Guidance. Q: How does SHE Zen AI build digital trust? A: SHE builds digital trust through its Local Authority Weight feature. This feature ensures the authenticity & quality of provenance, fostering trust in the system. Previous Next The creation of "SHE ZenAI" © DBZ-David. Ensuring Authenticity & Quality of Provenance Fosters Trust in the system. 7 September 2023 at 12:00:00 am Author: David W. Harvey - Design By Zen, Publications