career-data.json

{
  "profile": {
    "name": "Paul Prae",
    "headline": "Principal AI Engineer & Architect | Building AI Agents That Ship AI Products | Healthcare, Life Science, and Insurance Industry Expert",
    "summary": "Hi, I'm Paul, an AI and data engineering leader specializing in healthcare, life science, and insurance. With 15 years of experience, I have held roles at prominent companies such as Amazon Web Services, Microsoft, Red Ventures, Booz Allen Hamilton, and Slalom Consulting, delivering world-class software solutions to Fortune 500 companies. I'm also a social activist on a mission to make wealth accessible to working-class entrepreneurs and their families by empowering them with free and open-source AI agents.  My superpowers include AI, Machine Learning, and Data: - Engineering Team Management — I manage technical people and projects from ideation to production. - Platform Architecture — I design and build software infrastructure on-premises and in the cloud. - Governance — I mitigate risk by protecting data and ensuring data privacy.  - Operations — I address operational inefficiencies by improving data accessibility and infrastructure reliability.  My portfolio includes the following applications: - A machine learning platform for detecting mental health disorders using audio data. - A data platform for detecting brain diseases using neuroimaging data. - A data lake and high-performance computing environment for managing and processing genomics data. - Data pipelines and multiple full-stack web applications for visualizing and predicting patient needs and healthcare facility capacity.  I most often leverage the AWS cloud for my large enterprise customers. The AWS services I most often use include Amazon SageMaker AI, Amazon Bedrock, Amazon Elastic Container Service (ECS) and Amazon Elastic Kubernetes Service (EKS), and Amazon Deep Learning AMIs.  I'm well-versed in building conversational interfaces and generative AI applications on AWS (using Amazon Nova, Lex, and Comprehend) and Microsoft Azure (using Copilot, Bot, Search, and Machine Learning). Anthropic provides my favorite, high-performing LLMs.   My current open-source AI stack includes Ollama, Open WebUI, LangChain, n8n, Neo4j, PostgreSQL, and various LLMs (including the Mistral, Qwen, Llama, and DeepSeek families of models). I'm using this stack, along with custom Cursor coding agents, to build decentralized Web 3.0 apps and AI agents that help working-class families generate wealth.  Let's connect and explore how we can innovate together here and on GitHub: https://github.com/praeducer.",
    "location": "Buford, Georgia, United States",
    "email": "hireme@paulprae.com",
    "linkedin": "https://www.linkedin.com/in/paulprae",
    "website": "https://paulprae.com",
    "github": "https://github.com/praeducer"
  },
  "positions": [
    {
      "title": "Staff AI DataOps Engineer - AI Agents × Cloud Architecture × Data Platforms",
      "company": "Arine",
      "location": "",
      "startDate": "2025-09",
      "endDate": null,
      "description": "My work spanned three domains: designing cloud-native data infrastructure for a healthcare AI platform, building AI agents that accelerated engineering velocity, and defining the AI strategy that guided the organization's adoption of generative AI tools. Arine is a WEF Technology Pioneer whose AI-driven medication-optimization platform serves 45+ health plans and covers 50M members.  + Designed and maintained the AI DataOps Toolkit — an agentic development framework and interactive knowledge base encompassing AI change management procedures, reference AI architectures, and AI governance standards — empowering the data services organization with a variety of AI tools. + Led AI enablement workshops, training groups of up to 100 engineers on AI-first software development. + Developed custom HIPAA-compliant coding assistants that transformed the data operations team into an AI-augmented practice. The Data Engineering Agent autonomously generated, deployed, and tested ETL pipelines. The Dev Environment Setup Agent eliminated multi-day onboarding by automatically configuring standard development environments. + Built an observability pipeline to monitor and improve Arine's autonomous pharmacist AI agent — ingesting production agent behavior data from DynamoDB into Snowflake, transforming it with dbt, and visualizing performance metrics in QuickSight dashboards. + Managed Arine's enterprise data platform on Snowflake and AWS, processing petabytes of healthcare data from hundreds of heterogeneous sources and supporting downstream ML and AI systems core to the company's products. + Built high-throughput CDC pipelines from PostgreSQL to Snowflake using serverless, event-driven architectures.  Technologies: Snowflake, PostgreSQL, AWS (Bedrock, QuickSight, RDS, DynamoDB, S3, Lambda, Step Functions, ECS, SNS, SQS, EventBridge, IAM), Docker | Cursor AI, Claude Code, GitHub Copilot, Google Gemini, MCP Tools | Python, SQL, Bash, dbt",
      "highlights": []
    },
    {
      "title": "Chief AI Architect, Senior Manager",
      "company": "Booz Allen Hamilton",
      "location": "Atlanta, Georgia, United States",
      "startDate": "2024-07",
      "endDate": "2025-03",
      "description": "+ Led the development and operationalization of AI and analytics solutions, enabling clients to harness clinical, behavioral, and genomic data for advancements in population health, research, and predictive medicine. + Helped healthcare and life science clients realize the transformative potential of AI in medicine, while mitigating risks such as algorithmic bias and privacy breaches. + Stayed ahead of the rapidly evolving health sector curve by addressing clinical, regulatory, and technological needs with experience-based insights. + Collaborated with cross-functional teams to design, implement, and deploy AI software products tailored to the unique challenges and opportunities in the healthcare and life science industry. + Ensured the delivery of precise and practical AI solutions that drive meaningful outcomes for clients and contribute to advancing data-driven medicine.",
      "highlights": []
    },
    {
      "title": "Executive AI and Data Science Coach",
      "company": "Mento",
      "location": "Buford, Georgia, United States",
      "startDate": "2023-09",
      "endDate": "2024-08",
      "description": "+ Delivered a new, science-backed approach for coaching to the modern workforce. + Drove performance with a proprietary 80/20 approach to personalized 1-on-1 coaching and mentorship. + Built custom growth plans tailored to my client's unique goals and challenges. + 100% of my clients credited me for helping them be better leaders at work. + 93% of my clients reported an improvement in their work performance.",
      "highlights": []
    },
    {
      "title": "Principal AI Engineer & Architect, Founder",
      "company": "Modular Earth",
      "location": "Buford, Georgia, United States",
      "startDate": "2022-12",
      "endDate": null,
      "description": "Modular Earth is a not-for-profit organization that supports the free and open-source development of AI agents to help working-class entrepreneurs and their families generate wealth.  Modular Earth's mission is to make wealth accessible to working-class people in an increasingly volatile job market. We help scale the power of labor in the fight against the oligarchy. The extreme concentration of wealth leads to an equally extreme concentration of power, allowing an ultra-rich few to exert tight control over governments, economies, and the media.  My active AI projects include a career assistant to help workers execute an effective job search strategy and a financial assistant to assist families in saving and investing their money.   My business principles maximize accessibility, privacy, trust, and creative control while minimizing cost.  My software architectures adhere to open-source, local-first, portable, and decentralized design principles, often incorporating emerging technologies such as AI and blockchain.  My vision is to deploy AI-as-a-public-service in local libraries across the United States at no cost to individuals seeking employment or to those ready to start a business.  Follow my work on GitHub: https://github.com/Modular-Earth-LLC.",
      "highlights": []
    },
    {
      "title": "Neuroinformatics Data Platform Architect",
      "company": "TReNDS Center",
      "location": "Atlanta, Georgia, United States",
      "startDate": "2022-01",
      "endDate": "2023-09",
      "description": "+ Tech lead and architect for COINSTAC, an open-source software suite designed to foster collaborative, decentralized research that applied multimodal fusion approaches to neuroimaging and genomics data. COINSTAC offered data anonymity through differential privacy algorithms, so members did not need to fear Personal Health Information (PHI) traceback. + Advised the leadership team on the product's feature roadmap, mission, and vision. + Worked closely with research scientists to develop advanced analytic approaches and neuroinformatics tools that leveraged advanced brain imaging and omics data to translate these approaches into biomarkers that helped address relevant areas of brain health and disease. + Focused on improving the team's communication and collaboration processes and tooling. + Acted as the team's Scrum master, defining and executing Agile frameworks. + Architected and managed the cloud components of the system in AWS. Made improvements to decouple the system and better leverage managed services. + Built-out GPU-focused compute infrastructure to support deep learning computations. + Supported the growth and commercialization of COINSTAC through user adoption efforts, open-source contributor recruitment, grant writing (like Small Business Innovation Research grants), and industry partnerships. + Contributed to technical whitepapers, documentation, and translational research in neuroscience and data science.",
      "highlights": []
    },
    {
      "title": "Chief AI Officer, Founder",
      "company": "Hyperbloom",
      "location": "United States",
      "startDate": "2020-01",
      "endDate": "2025-09",
      "description": "Hyperbloom was an IT services and consulting business that I owned and operated. As the head of the organization, I: + Collaborated closely with other executives, founders, and business owners to define and execute effective go-to-market and product development strategies. + Designed and delivered cloud-based AI and data solutions to many industries with a focus on healthcare, life science, and financial services. + Led teams of sales coordinators, account managers, and solutions architects in executing the full sales cycle for our products and services. + Partnered with research organizations, technology vendors, and other consulting companies. + Recruited mission-driven people who specialize in building emerging technology. + Supported product developers as they incubated AI businesses in our community. + Trained engineers and architects on how to be entrepreneurs and live the life they wanted to live. Taught them to target high-demand, low supply markets and develop multiple income streams while living a meaningful and fulfilling life. + Built decentralized, autonomous talent platforms and consulting infrastructure to support our mission to bring self-sovereignty to independent contractors and working-class entrepreneurs.",
      "highlights": []
    },
    {
      "title": "Enterprise AI and ML Solutions Architect",
      "company": "Amazon Web Services",
      "location": "Greater Atlanta Area",
      "startDate": "2018-08",
      "endDate": "2021-05",
      "description": "+ Worked with existing and potential customers to architect and integrate their applications and services with the AWS platform. + Provided prescriptive guidance, best practices, and assistance in designing applications and services that are secure, scalable, reliable, and performant. + Engaged nationally as a subject matter expert in artificial intelligence and machine learning. + Built deep relationships with executives and other leaders while assisting them with the definition and execution of technical and business strategies, including technical recruiting, go-to-market strategy, and cost management. + Authored publications such as technical white papers, presentations, and reference architectures. + Created proof of concepts and ran benchmarking experiments. + Acted as a technical liaison between customers and the web service teams to provide customer driven product improvement feedback. + Collaborated with professional services, training, and support teams to ensure customer success. + Partnered with the sales team to drive AWS adoption and revenue. + Plan, led, and spoke at private and public meetings and events with diverse groups of stakeholders daily. + Customers served: Cox Enterprises, Cox Communications, Cox Automotive (Autotrader, Dealer.com, Kelley Blue Book, Manheim, VinSolutions), Equifax, Jostens, NCR, D3, Accenture, Deloitte.",
      "highlights": []
    },
    {
      "title": "Senior AI Engineer",
      "company": "NeuroLex Labs",
      "location": "Greater Atlanta Area",
      "startDate": "2018-01",
      "endDate": "2020-05",
      "description": "+ Architected and developed software applications, web services, and data pipelines that made voice computing accessible to everyone. + Designed automated machine learning workflows that collect data, clean data, train models, and deploy models. These systems primarily process text and audio data. + Worked with executive leadership, researchers, and customers to design new features and products that delighted users, had a great technical foundation, were easy to support, and delivered on the key performance metrics and goals of the business. + Collaborated weekly with a highly distributed, cross-functional team. + Assured quality through test-driven development. I advocated for, and drove the implementation of, regression, functional, load, and integration testing. + Primary contributor to our technical documentation. I wrote robust documentation that all levels of engineers and scientists could understand. + Mentored members of our Tribe, a fellowship program where outstanding students and researchers from around the world came together to discover new applications for the prediction and prevention of neurodegenerative diseases. + Evangelized the company and recruited new team members.",
      "highlights": []
    },
    {
      "title": "Senior AI Solutions Architect",
      "company": "Decooda",
      "location": "Greater Atlanta Area",
      "startDate": "2018-01",
      "endDate": "2018-08",
      "description": "+ Architected AI solutions that detect and predict human behavior. These solutions were cloud-first and built to scale with a focus on unstructured data. + Designed next generation data science tools for the customer experience industry. I pioneered new products and features by bridging customer feedback back into product development. + Led client service delivery operations for our engineering and data science teams. I established processes and tooling to improve the efficiency and effectiveness of the organization. + Acted as the technical lead and project manager on client-facing projects. + Managed diverse teams of data scientists, software engineers, and customer experience experts as we delivered quality solutions on aggressive timelines. + Executed multiple agile software development and data science process life cycles in tandem. + Took ownership of any gaps in my team’s abilities, acting in a variety of roles including software engineer, data engineer, data scientist, and data storyteller. I did everything from building web services to presenting research results. + Automated everything I possibly could, from analytics reports to the development and deployment of our software applications. + Supported the sales cycle by contributing to statements of work, responding to requests for proposals, and building demos. + Engaged weekly in the recruiting and hiring process. + Inspired a culture of radical transparency with a passion for people. + Clients served: Principal, FLEETCOR, Veloxiti.",
      "highlights": []
    },
    {
      "title": "Advanced Analytics Consultant",
      "company": "Slalom Consulting",
      "location": "Greater Atlanta Area",
      "startDate": "2015-07",
      "endDate": "2018-01",
      "description": "+ Advised client leadership on analytics strategy. + Designed, architected, and developed intelligent software applications across a variety of tech stacks and cloud platforms. + Performed data engineering tasks in direct collaboration with data scientists. I acquired, transferred, stored, explored, and prepared data. + Operationalized data science experiments and data science teams. I took work that was done in local, isolated environments and transferred it to cloud-based production systems that provided support for seamless collaboration and automation. + Delivered technical documentation, presentations, and training to diverse audiences spanning executive leadership, nurses, behavioral staff, software developers, and business analysts. + Grew the artificial intelligence business by developing workshops, creating marketing materials, and supporting the sales process. + Known as a technical expert in the Microsoft ecosystem, more specifically in .NET, Microsoft Azure, and the Cortana Intelligence Suite. + Known as a domain expert in public sector, healthcare, digital marketing, and artificial intelligence. + Recognized nationally as a subject matter expert in natural language processing and machine learning. + Appreciated regularly by colleagues during the performance review process for expressing a positive attitude, keeping attention to detail, and maintaining effective communication.",
      "highlights": []
    },
    {
      "title": "Software Engineer",
      "company": "Red Ventures",
      "location": "Fort Mill, South Carolina",
      "startDate": "2014-03",
      "endDate": "2015-07",
      "description": "+ Took ownership of the entire direct marketing process for large brands in high-growth industries. Using web technology, I optimized the entire customer acquisition process, from demand generation to closing the sale. + Engineered full-stack web applications primarily on the LAMP stack. I held responsibilities across every aspect of our software development and data management life cycles. + Developed and maintained multiple proprietary applications including a web framework, a content management system, an experience management platform, hundreds of high-traffic consumer-facing websites, a sales management system, a business intelligence reporting framework, and various API implementations. + Partnered closely with analysts to drive the daily performance of key sales metrics and marketing assets. + Maintained rapid iterations of our agile software development life cycle to hit aggressive deadlines. + Clients served: DirecTV, Vonage, ADT, Verizon, Boost Mobile, HughesNet, AT&T, Frontier Communications, CenturyLink, Safeco Insurance, ASI, Liberty Mutual, Progressive, The Hartford, Travelers, MetLife, Foremost Insurance Group.",
      "highlights": []
    },
    {
      "title": "Senior Support Engineer",
      "company": "Microsoft",
      "location": "Charlotte, North Carolina Area",
      "startDate": "2012-07",
      "endDate": "2014-03",
      "description": "+ Supported the full systems development life cycle of hundreds of high business impact web applications, web services, and server farms in environments with tens of thousands of users. + Recognized as a subject matter expert in SharePoint, Microsoft’s leading social content management system and collaborative knowledge discovery platform. + Acted as the primary contact where I delivered advanced technical troubleshooting support and problem resolution to Fortune 100 customers. High-level managers and top-tier IT administrators turned to me as a last resort after exploiting all of their resources. I was most often requested to assist during critical situations such as deployments, upgrades, installations of hotfixes, migrations, restorations, and to recover from a substantial loss in business functionality. + Demonstrated consistent success collaborating with international teams on projects that involved dozens of stakeholders. + Planned for and improved solutions regarding server farm performance, disaster recovery and availability, and infrastructure capacity. + Created functional design specifications, requirements documents, implementation plans, and governance plans. + Wrote PowerShell and C# scripts using several .NET object models to automate tasks such as the assembly, deployment, and testing of web applications and their infrastructure. + Known for providing excellent internal case documentation and written customer communication. + Graduate of the Microsoft Academy for College Hires (MACH Program). + Nominated for Global Business Support’s “Entrepreneur of the Year” in 2013. + Clients served: Chevron, Shell, Walmart, Deloitte, Hewlett Packard, Intel, State of Virginia, Department of Defense, FBI, Disney, Bank of America, Endo Health Solutions, General Dynamics, IGT, VHA, Yum! Brands, Chrylser, Canon, Grainger, Nielsen, BlueCross BlueShield, IMF, Woodforest National Bank, Lockheed Martin, FSU, Siemens, SanMar, Teck, AmerisourceBergin, IATA.",
      "highlights": []
    },
    {
      "title": "Digital Strategy Consultant, Web Developer",
      "company": "Paul Prae",
      "location": "South East United States",
      "startDate": "2010-01",
      "endDate": "2012-07",
      "description": "+ Helped entrepreneurs and early-stage companies realize their vision through digital marketing. + Designed, built, and hosted websites. + Acted as a technical lead during the development of web applications. + Recruited and managed teams of engineers and analysts with diverse skill sets.",
      "highlights": []
    },
    {
      "title": "Engineering Intern",
      "company": "John Keane Studios",
      "location": "Athens, GA",
      "startDate": "2009-08",
      "endDate": "2010-05",
      "description": "+ Assisted in audio engineering assignments as needed throughout recording sessions. + Led the teaching assistants for the Pro Tools lab at the University of Georgia. + Shadowed Grammy-nominated producer John Keane as he engineered, mixed, mastered, and produced the album Dirty Side Down by Widespread Panic.",
      "highlights": []
    },
    {
      "title": "Production Manager for the Summer Tour",
      "company": "Damon Moon and the Whispering Drifters",
      "location": "The United States of America",
      "startDate": "2009-06",
      "endDate": "2009-08",
      "description": "+ Coordinated all production duties, such as live sound, video, lighting, and photography.",
      "highlights": []
    },
    {
      "title": "Music Producer, Audio Engineer",
      "company": "Paul Prae",
      "location": "South East United States",
      "startDate": "2005-02",
      "endDate": "2012-07",
      "description": "+ Produced, taught, and performed in various multimedia studio projects. + Engineered the stage and the front-of-house sound during live shows of up to 750 attendees. + Coordinated production duties, such as live sound, video, lighting, and photography for stage crews. + Venues served: New Earth Music Hall, John Keane Studios, WUOG Radio Station, The Rialto Club, O' Reilly Audio Services, The 40 Watt Club, The University of Georgia, The Melting Point, Monolith Studio, White Ship Records, Nuçi's Space. + Artists server: Widespread Panic, Bonobo, Shpongle, Modern Skirts, Drive-By Truckers, DubConscious, The Glitch Mob, Damon Moon and the Whispering Drifters, Christopher Cross, Edwin McCain, Shawn Mullins, Corey Smith, Toro y Moi, Eliot Lipp, Pigs on the Wing, J. Cole, Lotus, Yelawolf, Nappy Roots, Emancipator, John Keane, Toubab Krewe, Pac Div, The New Mastersounds, Afroman, Beats Antique, Dumpstaphunk, The Polish Ambassador, PANTyRAiD, JJ Grey & Mofro, Perpetual Groove, Lera Lynn.",
      "highlights": []
    }
  ],
  "education": [
    {
      "school": "The University of Georgia",
      "degree": "Bachelor of Science (BS) and Bachelor of Arts (BA)",
      "field": "",
      "startDate": "",
      "endDate": "",
      "notes": "+ Bachelor of Arts in Cognitive Science with a Focused Foundation in Artificial Intelligence + Bachelor of Science in Computer Science with an Area of Emphasis in Artificial Intelligence + Interdisciplinary Certificate in Music Business completed May 2010 + Interdisciplinary Certificate in New Media completed December 2009 ------------------------------ + Graduated Cum Laude + Dean's List four semesters + HOPE Scholarship recipient",
      "activities": "Nuci's Space Student Organization, UGA's Music Business Program Alumni, New Media Institute Alumni, WUOG Campus Radio Station"
    },
    {
      "school": "Georgia Perimeter College",
      "degree": "Associate of Science (AS)",
      "field": "",
      "startDate": "",
      "endDate": "",
      "notes": "+ Graduated High Honors + Dean’s List four semesters + HOPE Scholarship recipient",
      "activities": "Music Production"
    },
    {
      "school": "University of North Carolina at Charlotte",
      "degree": "",
      "field": "",
      "startDate": "",
      "endDate": "",
      "notes": "+ Attended continuing education courses from the Data Science and Business Analytics program",
      "activities": ""
    }
  ],
  "skills": [
    "Data Operations (DataOps)",
    "AI Engineering",
    "Healthcare Analytics",
    "Data Engineering",
    "Deep Learning",
    "Amazon Bedrock",
    "Prompt Engineering",
    "Artificial Intelligence (AI)",
    "Generative AI",
    "MLOps",
    "Data Governance",
    "Cloud Computing",
    "Machine Learning",
    "Open-Source Development",
    "Large Language Models (LLM)",
    "Multi-agent Systems",
    "Financial Analysis",
    "Career Development Coaching",
    "Conversational User Interfaces (CUI)",
    "Healthcare",
    "Open-Source Software",
    "Edge Computing",
    "Web3",
    "Neuroinformatics",
    "Genomics",
    "Electronic Health Records (EHR)",
    "Clinical Decision Support",
    "Cybersecurity",
    "U.S. Health Insurance Portability and Accountability Act (HIPAA)",
    "AWS SageMaker",
    "Data Privacy",
    "Data Protection",
    "JavaScript",
    "Software Engineering",
    "Distributed Systems",
    "System Architecture",
    "Web Development",
    "Web Analytics",
    "Marketing",
    "SEO",
    "Mental Health",
    "Neuroscience",
    "Python",
    "SQL",
    "C#",
    "C++",
    "C",
    ".NET",
    "Microsoft SQL Server",
    "MySQL",
    "Java",
    "PHP",
    "HTML",
    "CSS",
    "PowerShell",
    "SharePoint",
    "WordPress",
    "Windows Server",
    "Microsoft Office",
    "Unix",
    "Data Science",
    "Natural Language Processing",
    "Cognitive Computing",
    "Interactive Intelligence",
    "Predictive Analytics",
    "Apache Kafka",
    "Artificial Intelligence",
    "Azure Machine Learning",
    "Microsoft Cognitive Services",
    "Prolog"
  ],
  "certifications": [
    {
      "name": "Certificate of Completion from the Microsoft Academy for College Hires",
      "authority": "Microsoft",
      "date": "2014-01",
      "url": "https://www.instagram.com/p/jSU_zju0Hn/"
    },
    {
      "name": "Introduction to Data Science",
      "authority": "Coursera",
      "date": "2014-09",
      "url": "https://www.coursera.org/course/datasci"
    },
    {
      "name": "edX Verified Certificate for Data Science and Machine Learning Essentials",
      "authority": "edX",
      "date": "2015-11",
      "url": "https://courses.edx.org/certificates/user/1535101/course/course-v1:Microsoft+DAT203x+1T2016"
    },
    {
      "name": "edX Honor Code Certificate for Introduction to XAML and Application Development",
      "authority": "edX",
      "date": "2015-11",
      "url": "https://courses.edx.org/certificates/user/1535101/course/course-v1:Microsoft+DEV206.1x+3T2015"
    },
    {
      "name": "Interdisciplinary Certificate in New Media",
      "authority": "The University of Georgia",
      "date": "2012-05",
      "url": "http://mynmi.net/certificate/"
    },
    {
      "name": "Interdisciplinary Certificate in Music Business",
      "authority": "The University of Georgia",
      "date": "2012-05",
      "url": "http://www.terry.uga.edu/academics/certificates/music-business"
    },
    {
      "name": "AWS Certified Cloud Practitioner",
      "authority": "Amazon Web Services",
      "date": "2018-07",
      "licenseNumber": "6XPV2LD2J2R11HGB",
      "url": "https://www.certmetrics.com/amazon/public/transcript.aspx?transcript=VRS9DLC1KJ1EQQW8"
    },
    {
      "name": "AWS Certified Solutions Architect",
      "authority": "Amazon Web Services",
      "date": "2018-07",
      "licenseNumber": "CFHY5QB2D2E41TWX",
      "url": "https://www.certmetrics.com/amazon/public/transcript.aspx?transcript=BZK8S5SKKFV4Q5WJ"
    },
    {
      "name": "OTP-AWSD4: Amazon SageMaker: Simplifying Machine Learning Application Development",
      "authority": "edX",
      "date": "2019-06",
      "licenseNumber": "5a0d472a95a84ab387d4f722514f711a",
      "url": "https://courses.edx.org/certificates/5a0d472a95a84ab387d4f722514f711a"
    },
    {
      "name": "AWS Certified Machine Learning - Specialty",
      "authority": "Amazon Web Services (AWS)",
      "date": "2020-01",
      "licenseNumber": "6N7DP4SKN1141CC3",
      "url": "http://aws.amazon.com/verification"
    },
    {
      "name": "AWS Certified AI Practitioner",
      "authority": "Amazon Web Services (AWS)",
      "date": "2025-09",
      "licenseNumber": "992a3189bedd4a29ada17f6a611c2dcf",
      "url": "https://aws.amazon.com/verification"
    },
    {
      "name": "AWS Certified Machine Learning Engineer",
      "authority": "Amazon Web Services (AWS)",
      "date": "2025-09",
      "licenseNumber": "39ec56848c5c465aad05bb962ce2ed41",
      "url": "https://aws.amazon.com/verification"
    }
  ],
  "projects": [
    {
      "title": "Neona: A Chatbot for Learning AI",
      "description": "Neona is a chat bot that helps people understand artificial intelligence. By interacting with her, you can explore concepts from across the field of artificial intelligence. By studying her design and architecture, you can learn how to build conversational agents.",
      "url": "http://www.neona.chat/",
      "startDate": "2016-10",
      "endDate": "2020-12"
    },
    {
      "title": "Azure as a Chatbot Service: From Purpose To Production With A Cloud Bot Architecture",
      "description": "The tooling for building chatbots has exploded. Putting chatbots into production is now easier than ever. In this presentation, I focus on how you can use Azure Bot Service, Azure Search, and DocumentDB to create a scalable backend for your chatbot. By using a fully managed, serverless architecture with continuous deployment, you can get your chatbot up and running quickly. Check out this deck to learn how to combine cloud computing and artificial intelligence so you can help humans and machines achieve more together.",
      "url": "http://www.slideshare.net/PaulPrae/azure-as-a-chatbot-service-from-purpose-to-production-with-a-cloud-bot-architecture",
      "startDate": "2017-01",
      "endDate": "2017-04"
    },
    {
      "title": "AI Everywhere: How Microsoft is Democratizing AI",
      "description": "Microsoft has set a goal of democratizing AI, making it accessible and valuable to everyone. They're focused on building an AI stack spanning infrastructure, services, apps and agents. In this presentation, we learn how Microsoft's intelligent cloud solutions can help any organization become more proactive and differentiate themselves from intensifying competition. We will discuss:  + Microsoft's AI Strategy  + Examples of AI in the Enterprise  + The Cortana Intelligence Suite",
      "url": "http://www.slideshare.net/PaulPrae/ai-everywhere-how-microsoft-is-democratizing-ai-lightning-version",
      "startDate": "2016-10",
      "endDate": "2016-12"
    },
    {
      "title": "Predicting the Future with Azure Machine Learning",
      "description": "In this talk, I focus on supervised learning, a machine learning technique for performing predictive analytics. After introducing some vocabulary, I discuss the relationship between predictive analytics and machine learning. Next, I describe how you could use a classifier, such as a decision tree, to predict which passengers survived the sinking of the Titanic. Once the machine learning process is clear, I then talk about how Azure Machine Learning is an end-to-end data science solution. Finally, I demo an experiment that predicts the outcomes of patients who went through substance abuse treatment.",
      "url": "http://www.slideshare.net/PaulPrae/predicting-the-future-with-azure-machine-learning",
      "startDate": "2016-04",
      "endDate": "2016-06"
    },
    {
      "title": "An Introduction to Azure Machine Learning",
      "description": "In this talk, we presented an overview of Azure Machine Learning, a fully managed cloud service that enables you to easily build, deploy, and share predictive analytics solutions. We started with the basics of machine learning and ended with a demo that used real world data.",
      "url": "http://www.slideshare.net/PaulPrae/introduction-to-azure-machine-learning-60479597",
      "startDate": "2016-03",
      "endDate": "2016-05"
    },
    {
      "title": "Predicting the Features of a Film that Maximize ROI",
      "description": "For a course titled, \"Big Data Analytics For Competitive Advantage\", we researched trends in the film industry and applied predictive analytics to determine which types of movies would yield the highest return on investment. We performed web mining, data processing, data analysis, and data visualization to make our final prediction. We used technologies like Python, R, Excel, and SAS in our work.  Overall, this course provides an introduction to the use of big data analytics as a strategic resource in creating competitive advantage for businesses. A focus is placed on integrating the knowledge of analytics tools with an understanding of how companies could leverage data analytics to gain strategic advantage. An emphasis is placed on developing the ability to think critically about complex problems/questions in real world data science and business analytics challenges.",
      "url": "https://github.com/praeducer/big-data-analytics-for-competitive-advantage",
      "startDate": "2015-01",
      "endDate": "2015-05"
    },
    {
      "title": "IBM Watson Hackathon",
      "description": "We'd like to get out a little more, intellectually speaking. To make that happen, we wanted to show Red Ventures the value of cognitive computing by performing research at IBM's Watson Hackathon (http://www.ibm.com/smarterplanet/us/en/ibmwatson/watson-hackathon.html). We aimed to augment and optimize conversations between customers and sales professionals using natural language processing and the Watson Developer Cloud. More specifically, we set out to explore chat data and dig up insights. Moving forward, we'll turn those insights into tools and recommendations for our sales teams.",
      "url": "https://www.behance.net/gallery/27290319/IBM-Watson-Hackathon",
      "startDate": "2015-05",
      "endDate": "2015-05"
    },
    {
      "title": "HACKATHON clt: Team HTCoDelivery",
      "description": "+ First place submission for the Code category for HACKATHON clt (http://www.hackathonclt.org/). + Engineered a Meteor application for a crowdsourced delivery system for Harris Teeter customers. + Provided a data-backed business launch plan by implementing a map-reduce algorithm in combination with a k-means implementation to determine neighborhoods of most active shoppers. + Processed 140+ million rows of purchase data using Apache Spark.",
      "url": "https://github.com/praeducer/htcodelivery",
      "startDate": "2015-03",
      "endDate": "2015-03"
    },
    {
      "title": "Student Studio Online",
      "description": "+ Architected a JavaScript-centric web application using Node.js, MongoDB, and Angular.js. + Built several iterations of a project-based learning and content management system. Experimented with various distributions of Drupal and Moodle. + Student Studio is building a solution that is out to help urban youth develop literacy, math, and science skills through music production and business development. + We set out to integrate various web applications and native apps into a system capable of providing a social network, course management and consumption, educational gaming, virtual worlds, collaborative project management, digital media production, portfolio management, marketing, and more.‎",
      "url": "http://mystudentstudio.com/",
      "startDate": "2013-03",
      "endDate": "2013-08"
    },
    {
      "title": "eChurchGive Tithing Application",
      "description": "+ Led team as the project manager, designing and executing on all aspects of the application development life cycle. Collecting constant feedback from stakeholders, we developed daily iterations of an iOS application and a mobile web application. + Built the web application with jQuery, Knockout.js, and FatFractal’s NoServer. Much of the product’s back-end used a set of web and NoSQL cloud database services that were undocumented and in beta (FatFractal.com).  + Contributed code to the native iPhone application.  http://www.echurchgive.com/",
      "url": "https://www.behance.net/gallery/eChurchGive-Mobile-Tithing-App/13677687",
      "startDate": "2012-05",
      "endDate": "2012-07"
    },
    {
      "title": "Human Computer Interaction Course Project: Tempus Fugit",
      "description": "I took this class my Senior year in College. Human Computer Interaction is one of my favorite research areas and is still central to the work I do today.  Broadly stated, there are four goals for this class: 1) Understand the principles of user-centered design and how to apply them to a software-based project 2) Understand the history of human-computer interaction and how it’s changed over time 3) Explore why “good” interface design is not necessarily “common sense” 4) Utilize skills and knowledge from other disciplines in developing a software-based project  During the semester we primarily focused on one project as described in the syllabus:  You will undertake a group project to: + evaluate some computing-related task/problem  + develop interface design alternatives for the task/problem  + implement a prototype of your design  + evaluate your design  The theme for this semester’s projects is: Connecting to (*) You.  You should think of this domain as exploring how technological innovation can help an individual become the person they want to be. Thus, the * in the domain above can be “a better”, “a wealthier”, a “healthier”, etc. By design, this is a large and rich domain to explore and we will help you investigate ideas for different problems to explore in this solution. The critical aspect of selecting a problem is that it must matter to some “real-life” people. These people can be a small group of individuals, or a large one, or any group in-between, but they will serve as your “clients” whom you must communicate with and learn from.",
      "url": "http://www.behance.net/gallery/Coursework-Human-Computer-Interaction/13666849",
      "startDate": "2011-01",
      "endDate": "2011-04"
    },
    {
      "title": "Workfoo (backend is now FatFractal)",
      "description": "My main task was to help build a web application that set out to facilitate: + Making it trivially easy to find work and get paid. + Building a support network for advancing an individual's skills and career through recommendations and experiences that are merit based. + Creating a professional freelance network that uses open source tools and its people to collaboratively get work done. + Building a perfect team that self-organizes around the technology. + Providing shrink-wrapped terms and conditions that ensure trustful and low-risk transactions.  My contributions to the company depended on the current priorities. These varied among tasks such as development prioritizing, designing the user interface, testing the software, creating marketing communications, branding, building a team, designing a profit model, partnering with the college scene, and more.",
      "url": "http://fatfractal.com/",
      "startDate": "2010-01",
      "endDate": "2011-03"
    },
    {
      "title": "Logo Designs for Workfoo",
      "description": "A set of logos we designed for a startup named Workfoo.  Workfoo Description - The primary goal behind Workfoo is to get work done. Workfoo facilitates the creation and realization of ideas.  Workfoo Slogan - Are you ready for a new economy? A freelance meritocracy is inevitable.  Workfoo Mission - 100% Employment.",
      "url": "https://www.behance.net/gallery/16783423/Logo-Designs-for-Workfoo",
      "startDate": "2010-07",
      "endDate": "2010-09"
    },
    {
      "title": "Charlotte Startup Weekend Six: Team 'FitBloc'",
      "description": "For the Sixth Charlotte Startup Weekend my team came up with the business model and wireframe behind FitBloc. The two original team members were skilled, driven, and full of energy. As the visionary, Ryan Cates pitched the idea. His passion, and the development background behind his partner, sold me immediately.  The first problem we addressed: health information is increasingly difficult for the fitness community to navigate. The second problem: fitness professionals do not have a single tool-set for online marketing and branding. FitBloc is an online platform that brings the right information and resources to the right people when they need it. - https://twitter.com/fitbloc - https://www.facebook.com/fitbloc  More about the event: \"Startup Weekends are weekend-long, hands-on experiences where entrepreneurs and aspiring entrepreneurs can find out if startup ideas are viable. On average, half of Startup Weekend’s attendees have technical or design backgrounds, the other half have business backgrounds.  Beginning with open mic pitches on Friday, attendees bring their best ideas and inspire others to join their team. Over Saturday and Sunday teams focus on customer development, validating their ideas, practicing LEAN Startup Methodologies and building a minimal viable product. On Sunday evening teams demo their prototypes and receive valuable feedback from a panel of experts.\" - http://startupweekend.org/",
      "url": "http://bit.ly/1lkVLwd",
      "startDate": "2014-01",
      "endDate": "2014-01"
    },
    {
      "title": "Widespread Panic Album Production: Dirty Side Down",
      "description": "+ Shadowed Grammy-nominated producer John Keane as he engineered, mixed, mastered, and produced the album. + Prepared studio for recording sessions including microphone placement and guitar rigging. + Setup, configured, and repaired musical instruments and equipment. + Made the band comfortable.",
      "url": "http://en.wikipedia.org/wiki/Dirty_Side_Down",
      "startDate": "2010-01",
      "endDate": "2010-05"
    },
    {
      "title": "Behavioral Healthcare Service Review Application",
      "description": "Built a Universal Windows Platform app using XAML, C#, Prism, SQLite, and Azure Mobile Services and an accompanying web app using ASP.NET, Knockout.js, Bootstrap, and Power BI. I led the front-end development of both applications. The purpose of these apps is to provide nurses and behavioral staff an easy way to collect data so they can improve the quality of care patients are receiving. This data is then exposed to leadership to support strategy and operations. The project brought in over two million dollars in revenue.",
      "startDate": "2015-07",
      "endDate": "2018-01"
    },
    {
      "title": "Demand Forecasting of Healthcare Services",
      "description": "In order to reduce costs, optimize staffing, and support the budgeting process, we predicted demand for behavioral health crisis services in dozens of facilities across the state of Georgia. I led the data engineering and data storytelling parts of the project. I integrated data into a data warehouse from several previously siloed systems. While performing our analysis for this project, we also helped the organization improve their data governance and data science process.",
      "startDate": "2017-08",
      "endDate": "2018-01"
    },
    {
      "title": "Solution Assessment Comparing the Azure Bot Service to Amazon Lex for a Fortune 100 Insurance Company",
      "description": "In order to properly compare the Microsoft bot ecosystem to that of Amazon’s, I designed an identical conversational interface for both. The purpose of the bots was to automate common IT support tasks. Though the flow of the conversation was the same for both bots, the back-end implementation was completely different. I led the conversational interface design for the entire project and the development of the Amazon Lex bot. Along the way, I also delivered learning sessions to their team about the bot development life cycle.",
      "startDate": "2017-07",
      "endDate": "2017-08"
    },
    {
      "title": "Knowledge Transfer Module",
      "description": "Designed, architected, and developed a system that creates high-quality training data at enterprise scale. It helps train, test, and tune machine learning algorithms for everything from search relevance and sentiment analysis to conversational agents. By annotating data with this system, business analysts were able to contribute to our knowledge base and improve the quality of predictions made by Decooda’s machine learning classifiers. The application was built with React, Express, and Node.js.",
      "url": "https://www.paulprae.com/natural-language-processing-systems/",
      "startDate": "2018-01",
      "endDate": "2018-08"
    },
    {
      "title": "Microservices for Web Crawling and Scraping",
      "description": "Using Python and Kafka, I built a series of highly scalable microservices that could extract data from almost any popular news site. This unstructured data was then cleaned so it could be easily consumed by our text analytics platform. This system allowed our clients to follow industry trends and gain insights about both their customers and competitors. For Principal, the data was piped into an engine that predicted earnings surprise and will eventually influence investment decisions.",
      "startDate": "2018-02",
      "endDate": "2018-05"
    },
    {
      "title": "Genomics Data Lake",
      "description": "A genomics client of ours was operating entirely on-premises. Data was being stored locally on SAN disks and analytics were performed via Jupyter Hub hosted on their over-utilized HPCs. We wrote and deployed a software agent on their HPCs as a file gateway, allowing them to essentially mount a file storage system with low latency access to their newly created S3 buckets. Since the amount of data they had to move at the start was not too large, they requested for us to implement a site-to-site VPN for data transfer to save costs. We used AWS Glue to transform the data into a columnar format, Parquet, as it was optimized for the type of queries they planned to execute. To save both time and money, a transformation must occur when the technician attempts to query the data.  To facilitate this, when the query is ran, a CloudWatch event is fired that causes AWS Glue to transform the VCF files into Parquet and save them into another S3 bucket in their Data Lake.  The AWS Glue Data Catalog was then updated to reflect these changes. Overall, we successfully implemented a production-ready start to their data lake and automated several tasks for their data engineers.",
      "url": "https://www.hyperbloom.ai/",
      "startDate": "2021-06",
      "endDate": "2021-11"
    },
    {
      "title": "COINSTAC: Neuroinformatics Data Platform",
      "description": "An open-source software suite that fosters collaborative research using neuroimaging and genomics data. It removes large barriers to traditional data-centric collaboration approaches. It enables groups of users to run common analyses on their own machines over their own datasets with ease. The results of these analyses are synchronized to the cloud, and undergo aggregate analyses processes using all contributor data. Decentralized pipelines allow for distributed, iterative, and feature rich analyses to be run, opening new and exciting capabilities for collaborative computation. It also offers data anonymity through differential privacy algorithms, so members do not need to fear PHI traceback.",
      "url": "http://coinstac.org",
      "startDate": "2022-01",
      "endDate": "2024-01"
    },
    {
      "title": "NeuroLex: Voice Computing for Healthcare",
      "description": "We architected and developed multiple software applications, web services, and data pipelines, supporting our mission to make voice computing accessible to everyone. The automated machine learning workflows we built collected data, cleaned data, trained models, and deployed models.",
      "url": "https://www.neurolex.ai",
      "startDate": "2018-01",
      "endDate": "2020-05"
    },
    {
      "title": "Disaster Recovery Planning and Data Protection Solution Architecture for Clinical Trials",
      "description": "Architected disaster recovery solutions and governed data for clinical trial software that helped more than 10,000 research sites in 45 countries manage their documents, data, and workflows. The platform also provides remote access so sponsors and contract research organizations (CROs) can collaborate with their sites around the world. The platform's users performed 5.5 million remote monitoring activities each month.",
      "startDate": "2022-06",
      "endDate": "2022-12"
    },
    {
      "title": "Blockchain-Based Data Platform Architecture for Managing Life Science Data",
      "description": "Applied blockchain technology to securely and privately exchange data. We designed a system to facilitate and verify a data lifecycle using smart contracts. The lifecycle identified, tracked, and secured data with event logging in place. We designed it to meet global regulatory requirements, data protection laws (CCPA, GDPR, and HIPAA), and privacy frameworks (like FAIR). We made sure it was interoperable by applying standards such as CDISC, SDTM, ADaM, and HL7.",
      "startDate": "2022-06",
      "endDate": "2022-10"
    },
    {
      "title": "My Open Source and Local-First AI Tech Stack",
      "description": "I am building an AI agent/app to help people develop a career strategy and apply for jobs. I’m obsessed with open source, self-hosted, local first, multi-agent workflows. The tech stack is centered around libraries like Ollama, LangChain, n8n, and Neo4j. I use Rust and TypeScript as my programming languages. I’m focused on getting people off big tech cloud providers for benefits related to cost, privacy, security, intellectual property, control, and simplicity. The only hosting providers I plan on using are highly principled companies like Hugging Face, Mistral.ai, Together.ai, and Storj.io when local computing or storage doesn’t fit the use case. The app doesn’t need an internet connection, so I focus on local desktop apps for Mac, Windows, and Linux. I specialize in local-first app frameworks like Tauri, so I never have to deploy this app to multi-tier cloud environments, which lets me keep it hella simple and private/secure.",
      "startDate": "2024-01"
    },
    {
      "title": "Career Coach and Digital Marketing AI Assistant",
      "description": "A career coach and digital marketing assistant designed to help job seekers create personalized go-to-market strategies and outreach content for building professional networks and securing job opportunities. The assistant crafts tailored connection requests and introductory messages by analyzing company needs.",
      "startDate": "2024-01"
    },
    {
      "title": "Financial AI Assistant for Working-Class Families",
      "description": "This GitHub repository features an AI-driven personal financial assistant focused on budgeting, debt management, savings, and investment planning. It offers tailored financial advice and analyzes financial documents to provide actionable insights, making it ideal for users who need financial guidance or are interested in economic data analysis.",
      "startDate": "2024-06"
    },
    {
      "title": "AI Engineering Assistant",
      "description": "A world-class Artificial Intelligence (AI) researcher and engineer who specializes in prompt engineering and context engineering. This assistant helps write prompts and architect agentic systems that can autonomously perform tasks, interact with tools, and pursue complex goals. These systems, capable of both planning & execution, augment human capabilities.  How it works: Load prompt_engineering_assistant.system.prompt.md into Cursor or GitHub Copilot, and you get an AI expert that helps you write better prompts.  Why it's useful: Instead of guessing how to structure prompts, you get step-by-step guidance, built-in validation, and copy-paste-ready results.  Bonus: It can improve itself and other prompts automatically by researching the latest AI techniques.",
      "startDate": "2025-01"
    }
  ],
  "publications": [
    {
      "name": "Papers On Cognitive Science",
      "publisher": "University of Georgia",
      "date": "2012",
      "url": "https://uga.academia.edu/PaulPrae",
      "description": "A series of papers I wrote in pursuit of my Bachelor of Arts in Cognitive Science with a Focused Foundation in Artificial Intelligence (http://www.ai.uga.edu/) at The University of Georgia (http://www.uga.edu/)."
    },
    {
      "name": "Enhancing collaborative neuroimaging research: introducing COINSTAC Vaults for federated analysis and reproducibility",
      "publisher": "Frontiers in Neuroinformatics",
      "date": "Jun 18, 2023",
      "url": "https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2023.1207721/full",
      "description": "Collaborative neuroimaging research is often hindered by technological, policy, administrative, and methodological barriers, despite the abundance of available data. COINSTAC (The Collaborative Informatics and Neuroimaging Suite Toolkit for Anonymous Computation) is a platform that successfully tackles these challenges through federated analysis, allowing researchers to analyze datasets without publicly sharing their data. This paper presents a significant enhancement to the COINSTAC platform: COINSTAC Vaults (CVs). CVs are designed to further reduce barriers by hosting standardized, persistent, and highly-available datasets, while seamlessly integrating with COINSTAC's federated analysis capabilities. CVs offer a user-friendly interface for self-service analysis, streamlining collaboration, and eliminating the need for manual coordination with data owners. Importantly, CVs can also be used in conjunction with open data as well, by simply creating a CV hosting the open data one would like to include in the analysis, thus filling an important gap in the data sharing ecosystem. We demonstrate the impact of CVs through several functional and structural neuroimaging studies utilizing federated analysis showcasing their potential to improve the reproducibility of research and increase sample sizes in neuroimaging studies."
    }
  ],
  "languages": [],
  "recommendations": [
    {
      "recommender": "",
      "text": "Paul is an incredible individual both professionally and personally. Working alongside them is not just productive but also genuinely enjoyable. I wholeheartedly recommend them for any team or project; you won't be disappointed.",
      "date": ""
    },
    {
      "recommender": "",
      "text": "I have worked with Paul on many projects over the years. He is an excellent engineer, technical project manager, and business leader. His expertise in the domains of AI, healthcare, and life sciences is second to none. Paul is an asset to any team he's a part of and I can't recommend him enough!",
      "date": ""
    },
    {
      "recommender": "",
      "text": "Paul is the kind of guy who inspires people. He's made his career in Cloud Architecture and Tech-stack consulting at the same time as integrating mental health and neuroscience into his career with the desire to help people. As a boss he's laid-back, funny, and a great mentor. Paul is fantastic at keeping us on track and makes sure he checks in on everyone regularly to make sure they know how great they're doing. Paul is not only the ideal boss but the best boss.",
      "date": ""
    },
    {
      "recommender": "",
      "text": "Paul is an extremely intelligent and positive person to be around. His openness helps cultivate a low stress environment, which allows brainstorming to flow very freely and naturally during collaboration. Paul is never afraid to ask questions; he drills down into the details to make sure he really understands something inside and out. That, combined with his technical abilities, allows him to learn and perform at an exceptional level. He has the utmost concern with providing high quality deliverables and getting exactly the results needed for customers or any other task at hand.    Paul was a great co-worker and is a great friend. I have no doubt that he will change the world wherever he goes.",
      "date": ""
    },
    {
      "recommender": "",
      "text": "Working with Paul is essentially working with your brightest friend every time you collaborate. He is an excellent leader able to communicate with diverse groups in order to deliver exceptional work. He is driven by an unlimited capacity for knowledge that, in turn, pushes those working with him to strive for greater understanding and professional growth.     Aside from this, Paul is profoundly adept in the technical sense. He architects solutions with what seems like no barrier to entry regardless of sector. Moreover, he incorporates his skill-set into working behavior that permeates within the groups working with him. Paul is undoubtably one of the greatest professionals I have, or will ever know; I am pleased to have worked  with him on Projects as a colleague and a friend.",
      "date": ""
    },
    {
      "recommender": "",
      "text": "Paul is the perfect example of an individual striving to learn and grow professionally, and who is always willing to share his knowledge and experiences for the greater good of the project he is working on or team he is working with. At his core, Paul is someone who wants to leverage his skill set into ideas that have the power to change people's lives for the better. He is a giver, and will help out a friend or colleague without hesitation. I highly recommend Paul for any endeavor he pursues.",
      "date": ""
    },
    {
      "recommender": "",
      "text": "I have known Paul Prae in a variety of capacities for 2 almost 3 years.  In addition, He is and has been a friend. He has always been someone I could share my goals with and someone I aspire to work more like.    Paul is organized, efficient, extremely competent, and has an excellent rapport with people of all ages. His communication skills, both written and verbal, are excellent.    In summary, I highly recommend Paul for any position or endeavor that he may seek to pursue especially in the music industry for that is his true passion. He will be a valuable asset for any organization.    If you have any questions, please do not hesitate to contact me.     Sincerely,    Sean Simmons",
      "date": ""
    }
  ],
  "honors": [
    {
      "title": "First place in the Code category for HACKATHON clt",
      "issuer": "",
      "date": "2015-03",
      "description": "The goal was to predict, model, plan and present the best, most attractive and creative ways to deliver groceries to customers. Our team name was HT CoDelivery and we were out to \"Deliver Groceries Together.\" We found a simple approach that easily integrated with Harris Teeter's way of doing things. Our idea was relatively easy to implement and aligned with Harris Teeter's mission. Check out our winning project on GitHub: https://github.com/praeducer/htcodelivery"
    },
    {
      "title": "Nominated for Global Business Support’s “Entrepreneur of the Year”",
      "issuer": "",
      "date": "2013",
      "description": ""
    },
    {
      "title": "Graduated Cum Laude",
      "issuer": "",
      "date": "2012-05",
      "description": ""
    },
    {
      "title": "Graduated High Honors",
      "issuer": "",
      "date": "2007-12",
      "description": ""
    }
  ],
  "volunteering": [],
  "courses": [
    {
      "name": "Introduction to Computing and Programming in Java",
      "number": "CSCI 1301-1301L",
      "associatedWith": ""
    },
    {
      "name": "Software Development in Java",
      "number": "CSCI 1302",
      "associatedWith": ""
    },
    {
      "name": "Systems Programming in C/C++",
      "number": "CSCI 1730",
      "associatedWith": ""
    },
    {
      "name": "Discrete Mathematics for Computer Science",
      "number": "CSCI(MATH) 2610",
      "associatedWith": ""
    },
    {
      "name": "Theory of Computing",
      "number": "CSCI 2670",
      "associatedWith": ""
    },
    {
      "name": "Data Structures",
      "number": "CSCI 2720",
      "associatedWith": ""
    },
    {
      "name": "Web Programming with JSP and Java",
      "number": "CSCI 4300",
      "associatedWith": ""
    },
    {
      "name": "Database Management in Java",
      "number": "CSCI 4370/6370",
      "associatedWith": ""
    },
    {
      "name": "Symbolic Programming with Prolog and Lisp",
      "number": "CSCI(ARTI) 4540/6540",
      "associatedWith": ""
    },
    {
      "name": "Introduction to Artificial Intelligence",
      "number": "CSCI(PHIL) 4550/6550",
      "associatedWith": ""
    },
    {
      "name": "Evolutionary Computation and Its Applications",
      "number": "CSCI 4560/6560",
      "associatedWith": ""
    },
    {
      "name": "Human-Computer Interaction",
      "number": "CSCI 4800/6800",
      "associatedWith": ""
    },
    {
      "name": "Cognitive Science",
      "number": "ARTI(PSYC)(EPSY)(PHIL) 35",
      "associatedWith": ""
    },
    {
      "name": "Introduction to Philosophy",
      "number": "PHIL 2010",
      "associatedWith": ""
    },
    {
      "name": "Symbolic Logic",
      "number": "PHIL 2500",
      "associatedWith": ""
    },
    {
      "name": "Theory of Knowledge",
      "number": "PHIL 3610",
      "associatedWith": ""
    },
    {
      "name": "Deductive Systems",
      "number": "PHIL(LING) 4510/6510",
      "associatedWith": ""
    },
    {
      "name": "The Study of Language",
      "number": "LING 2100",
      "associatedWith": ""
    },
    {
      "name": "Physics for Science and Engineering Students-Mechanics, Waves, Thermodynamics",
      "number": "PHYS 1211-1211L",
      "associatedWith": ""
    },
    {
      "name": "Physics for Science and Engineering Students-Electricity and Magnetism, Optics, Modern Physics",
      "number": "PHYS 1212-1212L",
      "associatedWith": ""
    },
    {
      "name": "Principles of Accounting I",
      "number": "ACCT 2101",
      "associatedWith": ""
    },
    {
      "name": "Principles of Accounting II",
      "number": "ACCT 2102",
      "associatedWith": ""
    },
    {
      "name": "Principles of Macroeconomics",
      "number": "ECON 2105",
      "associatedWith": ""
    },
    {
      "name": "Principles of Microeconomics",
      "number": "ECON 2106",
      "associatedWith": ""
    },
    {
      "name": "Calculus I for Scientists and Engineers",
      "number": "MATH 2200",
      "associatedWith": ""
    },
    {
      "name": "Calculus II for Scientists and Engineers",
      "number": "MATH 2250",
      "associatedWith": ""
    },
    {
      "name": "The Environment of Business",
      "number": "BUSA 2106",
      "associatedWith": ""
    },
    {
      "name": "Business Information Systems",
      "number": "BISM 2601",
      "associatedWith": ""
    },
    {
      "name": "New Media Production",
      "number": "NMIX 4110",
      "associatedWith": ""
    },
    {
      "name": "New Media Capstone",
      "number": "NMIX 4510",
      "associatedWith": ""
    },
    {
      "name": "Music Business I",
      "number": "MBUS 4100",
      "associatedWith": ""
    },
    {
      "name": "Music Business II",
      "number": "MBUS 5100",
      "associatedWith": ""
    },
    {
      "name": "Cognitive Psychology",
      "number": "PSYC 4100",
      "associatedWith": ""
    },
    {
      "name": "Biology",
      "number": "BIOL 1103",
      "associatedWith": ""
    },
    {
      "name": "Introduction to General Psychology",
      "number": "PSYC 1101",
      "associatedWith": ""
    },
    {
      "name": "World Literature",
      "number": "ENGL 2111",
      "associatedWith": ""
    },
    {
      "name": "Music Appreciation",
      "number": "MUSC 1301",
      "associatedWith": ""
    },
    {
      "name": "Public Speaking",
      "number": "COMM 1201",
      "associatedWith": ""
    },
    {
      "name": "Computer Architecture and Organization",
      "number": "CSCI 4720",
      "associatedWith": ""
    },
    {
      "name": "Computer Networks",
      "number": "CSCI 4760",
      "associatedWith": ""
    },
    {
      "name": "Big Data Analytics for Competitive Advantage",
      "number": "DSBA 6100",
      "associatedWith": ""
    },
    {
      "name": "Knowledge-Based Artificial Intelligence: Cognitive Systems",
      "number": "CS 7637",
      "associatedWith": ""
    },
    {
      "name": "Artificial Intelligence",
      "number": "CS 6601",
      "associatedWith": ""
    }
  ],
  "knowledge": [
    {
      "category": "agents",
      "title": "agent definitions",
      "content": "[\n  {\n    \"id\": \"career_coach\",\n    \"name\": \"Career Coach Assistant\",\n    \"stage\": \"1\",\n    \"role\": \"A Career Coach who conducts initial consultations with job seekers to gather essential information about career objectives, current situation, and constraints.\",\n    \"purpose\": \"Gather career objectives and requirements\",\n    \"prerequisites\": [],\n    \"outputs\": [\n      \"career_objectives\",\n      \"user_profile.basic_info\"\n    ],\n    \"read_permissions\": [\n      \"user_profile\",\n      \"career_objectives\"\n    ],\n    \"write_permissions\": [\n      \"user_profile.basic_info\",\n      \"career_objectives\"\n    ],\n    \"success_criteria\": [\n      \"Three clear objectives documented\",\n      \"Timeline constraints understood\",\n      \"Geographic preferences captured\",\n      \"Compensation requirements noted\",\n      \"Knowledge base updated (if available)\",\n      \"Summary provided to job seeker\",\n      \"Handoff ready for brand assistant\"\n    ],\n    \"source_prompt_file\": \"AI_assistants/career_coach_assistant.system.prompt.md\"\n  },\n  {\n    \"id\": \"personal_brand\",\n    \"name\": \"Personal Brand Development Assistant\",\n    \"stage\": \"2\",\n    \"role\": \"An expert personal brand strategist who guides professionals through discovering and articulating their authentic personal brand.\",\n    \"purpose\": \"Develop mission, vision, values, and brand narratives\",\n    \"prerequisites\": [\n      \"1\"\n    ],\n    \"outputs\": [\n      \"personal_brand\",\n      \"user_personality\"\n    ],\n    \"read_permissions\": [\n      \"career_objectives\",\n      \"user_profile\",\n      \"personal_brand\",\n      \"user_personality\"\n    ],\n    \"write_permissions\": [\n      \"personal_brand\",\n      \"user_personality\"\n    ],\n    \"success_criteria\": [\n      \"Participant gains clarity on brand elements\",\n      \"Each workshop produces actionable insights\",\n      \"Knowledge base updated systematically\",\n      \"Brand elements feel authentic and energizing\",\n      \"Structured data ready for content creation\",\n      \"Clear connections between brand elements\",\n      \"Alignment with career objectives\",\n      \"Practical application potential\"\n    ],\n    \"source_prompt_file\": \"AI_assistants/personal_brand_development_assistant.system.prompt.md\"\n  },\n  {\n    \"id\": \"market_positioning\",\n    \"name\": \"Job Market Positioning Strategy Assistant\",\n    \"stage\": \"3\",\n    \"role\": \"A strategic business consultant specializing in developing go-to-market strategies for professionals looking for high-value work.\",\n    \"purpose\": \"Create go-to-market strategy and competitive positioning\",\n    \"prerequisites\": [\n      \"1\",\n      \"2\"\n    ],\n    \"outputs\": [\n      \"go_to_market_strategy\"\n    ],\n    \"read_permissions\": [\n      \"career_objectives\",\n      \"personal_brand\",\n      \"user_profile\",\n      \"user_personality\",\n      \"go_to_market_strategy\"\n    ],\n    \"write_permissions\": [\n      \"go_to_market_strategy\"\n    ],\n    \"success_criteria\": [\n      \"Clear primary target market identified with supporting data\",\n      \"Competitive positioning established with specific differentiators\",\n      \"Timeline-appropriate execution plan with measurable milestones\",\n      \"Industry-specific messaging frameworks developed\",\n      \"Geographic strategy aligns with preferences and opportunities\",\n      \"Success metrics defined with tracking and optimization protocols\",\n      \"Integration with personal brand and career objectives validated\",\n      \"Ready-to-execute roadmap with specific next steps provided\"\n    ],\n    \"source_prompt_file\": \"AI_assistants/job_market_positioning.system.prompt.md\"\n  },\n  {\n    \"id\": \"website_generator\",\n    \"name\": \"Professional Website Generator\",\n    \"stage\": \"4A\",\n    \"role\": \"An elite website content strategist specializing in translating go-to-market positioning into high-impact professional portfolio websites that convert hiring manager visits into interview invitations.\",\n    \"purpose\": \"Transform GTM strategy into high-impact portfolio websites\",\n    \"prerequisites\": [\n      \"1\",\n      \"2\",\n      \"3\"\n    ],\n    \"outputs\": [\n      \"website_content\"\n    ],\n    \"read_permissions\": [\n      \"go_to_market_strategy\",\n      \"personal_brand\",\n      \"career_objectives\",\n      \"user_profile\",\n      \"user_personality\",\n      \"website_configuration\"\n    ],\n    \"write_permissions\": [\n      \"website_configuration\"\n    ],\n    \"success_criteria\": [\n      \"GTM strategy messaging accurately translated\",\n      \"Competitive differentiation clearly communicated\",\n      \"Quantified achievements prominently featured\",\n      \"Target audience messaging (executives, technical, recruiters) present\",\n      \"Personal brand (mission, vision, values) integrated authentically\",\n      \"Contact information and CTAs strategically placed\",\n      \"Platform-specific Markdown syntax validated\",\n      \"Mobile-responsive structure verified\",\n      \"Accessibility considerations addressed\",\n      \"Conversion paths clearly defined\"\n    ],\n    \"source_prompt_file\": \"AI_assistants/professional_website_generator.system.prompt.md\"\n  },\n  {\n    \"id\": \"application_assistant\",\n    \"name\": \"Job Application & Interview Assistant\",\n    \"stage\": \"4B\",\n    \"role\": \"An expert job application specialist and interview communication strategist who transforms career objectives and personal branding into compelling application materials.\",\n    \"purpose\": \"Create resumes, cover letters, and application materials\",\n    \"prerequisites\": [\n      \"1\",\n      \"2\",\n      \"3\"\n    ],\n    \"outputs\": [\n      \"application_materials\"\n    ],\n    \"read_permissions\": [\n      \"user_profile\",\n      \"career_objectives\",\n      \"personal_brand\",\n      \"go_to_market_strategy\",\n      \"user_personality\"\n    ],\n    \"write_permissions\": [],\n    \"success_criteria\": [\n      \"ATS pass rate target 95%+ keyword match\",\n      \"Response rate tracked to determine which versions generate interviews\",\n      \"Time-to-complete optimized for 30-minute application completion\",\n      \"Zero tolerance for typos or formatting issues\"\n    ],\n    \"source_prompt_file\": \"AI_assistants/job_application_interview_assistant.system.prompt.md\"\n  },\n  {\n    \"id\": \"networking_assistant\",\n    \"name\": \"Professional Networking Assistant\",\n    \"stage\": \"4C\",\n    \"role\": \"An expert professional networking strategist and social media content creator who builds strategic relationships that accelerate job searches.\",\n    \"purpose\": \"Build strategic relationships through social media outreach\",\n    \"prerequisites\": [\n      \"1\",\n      \"2\",\n      \"3\"\n    ],\n    \"outputs\": [\n      \"networking_content\"\n    ],\n    \"read_permissions\": [\n      \"user_profile\",\n      \"career_objectives\",\n      \"personal_brand\",\n      \"go_to_market_strategy\",\n      \"user_personality\"\n    ],\n    \"write_permissions\": [],\n    \"success_criteria\": [\n      \"Connection accept rate target 60%+\",\n      \"Response rate target 40%+\",\n      \"Engagement rate 10%+ on thought leadership\",\n      \"Referral generation 1-2 per week minimum\"\n    ],\n    \"source_prompt_file\": \"AI_assistants/professional_networking_assistant.system.prompt.md\"\n  }\n]",
      "tags": [
        "agents",
        "agent-definitions"
      ]
    },
    {
      "category": "agents",
      "title": "permissions matrix",
      "content": "[\n  {\n    \"agent\": \"career_coach\",\n    \"read\": [\n      \"user_profile\",\n      \"career_objectives\"\n    ],\n    \"write\": [\n      \"user_profile.basic_info\",\n      \"career_objectives\"\n    ]\n  },\n  {\n    \"agent\": \"personal_brand\",\n    \"read\": [\n      \"career_objectives\",\n      \"user_profile\",\n      \"personal_brand\",\n      \"user_personality\"\n    ],\n    \"write\": [\n      \"personal_brand\",\n      \"user_personality\"\n    ]\n  },\n  {\n    \"agent\": \"market_positioning\",\n    \"read\": [\n      \"career_objectives\",\n      \"personal_brand\",\n      \"user_profile\",\n      \"user_personality\",\n      \"go_to_market_strategy\"\n    ],\n    \"write\": [\n      \"go_to_market_strategy\"\n    ]\n  },\n  {\n    \"agent\": \"website_generator\",\n    \"read\": [\n      \"go_to_market_strategy\",\n      \"personal_brand\",\n      \"career_objectives\",\n      \"user_profile\",\n      \"user_personality\",\n      \"website_configuration\"\n    ],\n    \"write\": [\n      \"website_configuration\"\n    ]\n  },\n  {\n    \"agent\": \"application_assistant\",\n    \"read\": [\n      \"user_profile\",\n      \"career_objectives\",\n      \"personal_brand\",\n      \"go_to_market_strategy\",\n      \"user_personality\"\n    ],\n    \"write\": []\n  },\n  {\n    \"agent\": \"networking_assistant\",\n    \"read\": [\n      \"user_profile\",\n      \"career_objectives\",\n      \"personal_brand\",\n      \"go_to_market_strategy\",\n      \"user_personality\"\n    ],\n    \"write\": []\n  }\n]",
      "tags": [
        "agents",
        "permissions-matrix"
      ]
    },
    {
      "category": "agents",
      "title": "quality standards",
      "content": "{\n  \"pre_send_validation\": [\n    \"Recipient name spelled correctly\",\n    \"Company name accurate\",\n    \"No typos or grammatical errors\",\n    \"Links work properly\",\n    \"Formatting displays correctly\",\n    \"Tone appropriate for audience\",\n    \"Clear call-to-action included\",\n    \"Value proposition evident\",\n    \"Length within platform limits\",\n    \"Personal details accurate\"\n  ],\n  \"content_requirements\": [\n    \"Specific to recipient's context\",\n    \"References recent or relevant information\",\n    \"Demonstrates research and preparation\",\n    \"Aligns with candidate's brand and goals\",\n    \"Professional yet personable tone\",\n    \"Mobile-friendly formatting\",\n    \"Scannable structure\",\n    \"Avoids cliches and buzzwords\",\n    \"Shows genuine interest\",\n    \"Respects recipient's time\"\n  ],\n  \"personalization_framework\": {\n    \"research_checklist\": [\n      \"Recent posts or articles by recipient\",\n      \"Company news or announcements\",\n      \"Mutual connections or interests\",\n      \"Industry trends affecting them\",\n      \"Their professional background\",\n      \"Shared alumni or group connections\",\n      \"Recent achievements or recognition\",\n      \"Current projects or initiatives\"\n    ],\n    \"personalization_levels\": {\n      \"basic\": \"Company and role reference\",\n      \"intermediate\": \"Recent company news or recipient's post\",\n      \"advanced\": \"Specific insight about their challenges or goals\",\n      \"expert\": \"Thoughtful solution to their stated problem\"\n    }\n  },\n  \"follow_up_cadence\": {\n    \"application_submitted\": \"1 week\",\n    \"post_interview\": \"24-48 hours thank you, 1 week follow-up\",\n    \"networking_outreach\": \"Initial, then 1 week, then 2 weeks, then monthly\",\n    \"no_response\": \"After 2 attempts, wait 3 months\"\n  }\n}",
      "tags": [
        "agents",
        "quality-standards"
      ]
    },
    {
      "category": "agents",
      "title": "workflow architecture",
      "content": "{\n  \"stages\": [\n    {\n      \"stage\": 1,\n      \"name\": \"Career Coach Assistant\",\n      \"purpose\": \"Gather career objectives and requirements\",\n      \"outputs\": [\n        \"career_objectives\",\n        \"user_profile.basic_info\"\n      ],\n      \"prerequisites\": [],\n      \"file\": \"AI_assistants/career_coach_assistant.system.prompt.md\"\n    },\n    {\n      \"stage\": 2,\n      \"name\": \"Personal Brand Development Assistant\",\n      \"purpose\": \"Develop mission, vision, values, and brand narratives\",\n      \"outputs\": [\n        \"personal_brand\",\n        \"user_personality\"\n      ],\n      \"prerequisites\": [\n        1\n      ],\n      \"file\": \"AI_assistants/personal_brand_development_assistant.system.prompt.md\"\n    },\n    {\n      \"stage\": 3,\n      \"name\": \"Job Market Positioning Assistant\",\n      \"purpose\": \"Create go-to-market strategy and competitive positioning\",\n      \"outputs\": [\n        \"go_to_market_strategy\"\n      ],\n      \"prerequisites\": [\n        1,\n        2\n      ],\n      \"file\": \"AI_assistants/job_market_positioning.system.prompt.md\"\n    },\n    {\n      \"stage\": \"4A\",\n      \"name\": \"Professional Website Generator\",\n      \"purpose\": \"Transform GTM strategy into high-impact portfolio websites\",\n      \"outputs\": [\n        \"website_content\"\n      ],\n      \"prerequisites\": [\n        1,\n        2,\n        3\n      ],\n      \"file\": \"AI_assistants/professional_website_generator.system.prompt.md\"\n    },\n    {\n      \"stage\": \"4B\",\n      \"name\": \"Job Application & Interview Assistant\",\n      \"purpose\": \"Create resumes, cover letters, and application materials\",\n      \"outputs\": [\n        \"application_materials\"\n      ],\n      \"prerequisites\": [\n        1,\n        2,\n        3\n      ],\n      \"file\": \"AI_assistants/job_application_interview_assistant.system.prompt.md\"\n    },\n    {\n      \"stage\": \"4C\",\n      \"name\": \"Professional Networking Assistant\",\n      \"purpose\": \"Build strategic relationships through social media outreach\",\n      \"outputs\": [\n        \"networking_content\"\n      ],\n      \"prerequisites\": [\n        1,\n        2,\n        3\n      ],\n      \"file\": \"AI_assistants/professional_networking_assistant.system.prompt.md\"\n    }\n  ],\n  \"execution_notes\": \"Stages 1-3 sequential, then 4A/4B/4C parallel\"\n}",
      "tags": [
        "agents",
        "workflow-architecture"
      ]
    },
    {
      "category": "brand",
      "title": "brand narratives",
      "content": "[\n  \"Drives innovation that serves human flourishing\",\n  \"Combines deep technical expertise in AI/ML with healthcare domain knowledge\",\n  \"Proven track record of building AI infrastructure that scales from startup to enterprise level\",\n  \"Balances technical depth with business acumen and human empathy\",\n  \"Visionary leader grounded in practical experience\",\n  \"Advocates for responsible AI development that prioritizes data privacy, human welfare, and equity\",\n  \"Leverages emerging technologies to address systemic inequalities while helping organizations achieve sustainable growth\",\n  \"Democratizes access to wealth-building opportunities through open source technology and mentorship\",\n  \"Shows commitment to transparency and evidence-based decision making in every aspect of professional presence\"\n]",
      "tags": [
        "brand",
        "brand-narratives"
      ]
    },
    {
      "category": "brand",
      "title": "communication styles",
      "content": "{\n  \"professional\": {\n    \"style_adaptations\": \"More formal structure, industry terminology, clear action items\",\n    \"tone_preferences\": \"Collaborative, solution-focused, respectful\",\n    \"typical_formats\": [\n      \"Email\",\n      \"Technical documentation\",\n      \"Project proposals\",\n      \"Code comments\"\n    ]\n  },\n  \"personal\": {\n    \"style_adaptations\": \"Casual, warm, storytelling approach\",\n    \"tone_preferences\": \"Affectionate, encouraging, humorous\",\n    \"typical_formats\": [\n      \"Text messages\",\n      \"Personal emails\",\n      \"Social updates\",\n      \"Journal entries\"\n    ]\n  },\n  \"social_media\": {\n    \"style\": \"Concise, engaging, questioning\",\n    \"tone\": \"Friendly, thoughtful, humorous\",\n    \"platforms\": [\n      \"LinkedIn\",\n      \"Bluesky\"\n    ],\n    \"themes\": [\n      \"Family and parenting\",\n      \"Health and wellness\",\n      \"Creative pursuits\",\n      \"Outdoor adventures\",\n      \"Social justice\",\n      \"Personal growth\"\n    ],\n    \"engagement\": [\n      \"Asks questions\",\n      \"Shares experiences\",\n      \"Celebrates others\",\n      \"Offers support\",\n      \"Shares resources\"\n    ]\n  },\n  \"creative\": {\n    \"style_adaptations\": \"More descriptive, experimental with structure, personal voice\",\n    \"interests\": [\n      \"Music production\",\n      \"Drumming\",\n      \"Singing\",\n      \"Karaoke\",\n      \"Standup Comedy\",\n      \"Creative Writing\"\n    ],\n    \"approaches\": [\n      \"Storytelling\",\n      \"Cognitive visualizations\",\n      \"Detailed explanations\"\n    ],\n    \"characteristics\": [\n      \"Optimistic perspective\",\n      \"Technical-emotional balance\",\n      \"Metaphorical explanations\",\n      \"Appropriate humor\",\n      \"Authentic connection\",\n      \"Values-driven\"\n    ],\n    \"narrative_themes\": [\n      \"Technology for flourishing\",\n      \"Family-success balance\",\n      \"Growth through challenges\",\n      \"Social responsibility\",\n      \"Ambition-contentment\",\n      \"Essential creativity\"\n    ]\n  },\n  \"core_principles\": {\n    \"authenticity\": \"Always represent the candidate truthfully without embellishment\",\n    \"personalization\": \"Tailor every message to the specific recipient and context\",\n    \"value_first\": \"Lead with what you offer, not what you need\",\n    \"clarity\": \"Use clear, concise language appropriate to the audience\",\n    \"action_oriented\": \"Include specific next steps in every communication\"\n  },\n  \"tone_guidelines\": {\n    \"professional_warmth\": \"Balance professionalism with approachable personality\",\n    \"confidence_without_arrogance\": \"Demonstrate expertise while remaining humble\",\n    \"enthusiasm_with_restraint\": \"Show genuine interest without desperation\",\n    \"respect_for_time\": \"Be concise and respect busy professionals' schedules\"\n  },\n  \"ethical_boundaries\": {\n    \"truthfulness\": \"Never fabricate experience, skills, or achievements\",\n    \"privacy\": \"Respect confidential information from previous employers\",\n    \"authenticity\": \"Maintain the candidate's genuine voice and personality\",\n    \"consent\": \"Only reach out through appropriate professional channels\"\n  }\n}",
      "tags": [
        "brand",
        "communication-styles"
      ]
    },
    {
      "category": "brand",
      "title": "identity",
      "content": "{\n  \"mission\": {\n    \"description\": \"Leverage AI and emerging technology to create meaningful impact by making health and wealth accessible to working-class entrepreneurs and their families while prioritizing human welfare, data privacy, and ethical considerations.\",\n    \"core_areas\": {\n      \"ai_for_good\": [\n        \"Develop AI systems that prioritize human welfare, data privacy, and ethical considerations\",\n        \"Bridge the gap between cutting-edge AI capabilities and responsible implementation\"\n      ],\n      \"democratizing_technology\": [\n        \"Make advanced AI and cloud technologies accessible to organizations of all sizes\",\n        \"Empower smaller companies to compete with enterprise-level AI capabilities\"\n      ],\n      \"sustainable_innovation\": [\n        \"Build scalable AI infrastructure that drives business growth while serving the general public\",\n        \"Create technology solutions that generate sustainable competitive advantages\"\n      ],\n      \"wealth_accessibility\": [\n        \"Serve collective prosperity rather than concentrated power\",\n        \"Empower working-class entrepreneurs to maintain creative control and achieve economic freedom\",\n        \"Help entrepreneurs secure capital and build profitable, socially responsible businesses\",\n        \"Reduce risk for entrepreneurs with families starting businesses\"\n      ],\n      \"health_accessibility\": [\n        \"Build innovations that help all life flourish\",\n        \"Challenge economic systems that fail to serve the public good\",\n        \"Improve and extend quality of human life by eradicating neurodegenerative disease and eliminating generational trauma\"\n      ]\n    }\n  },\n  \"vision\": {\n    \"description\": \"A future where emerging technology, cooperative economics, and collective bargaining power address wealth inequality and foster a society inclusive of neurodiverse individuals with personalized mental healthcare and trauma-informed workplaces as the norm.\",\n    \"focus_areas\": {\n      \"wealth_distribution\": [\n        \"Wealth inequality addressed with emerging tech, cooperative economics, and collective bargaining power\",\n        \"Federated network of self-funded or crowd-funded consultancies, open-source tech vendors, and decentralized research orgs sharing resources efficiently\",\n        \"Collectives of workers achieving economies of scale to rival large incumbent companies owned by the super-rich\"\n      ],\n      \"inclusive_corporations\": [\n        \"Society inclusive of neurodiverse individuals, with personalized mental healthcare and trauma-informed workplaces as the norm\",\n        \"Physical disease eradicated and mental health disorders viewed as forms of diversity rather than problems to solve\"\n      ]\n    }\n  },\n  \"causes\": [\n    \"Children\",\n    \"Education\",\n    \"Environment\",\n    \"Science and Technology\",\n    \"Health\",\n    \"Social Services\",\n    \"Economic Empowerment\",\n    \"Democratizing access to opportunities\",\n    \"Supporting neurodiversity\"\n  ],\n  \"life_philosophy\": {\n    \"mission_areas\": {\n      \"family_and_relationships\": [\n        \"Support family financial needs as primary earner\",\n        \"Be present and engaged with family\",\n        \"Build meaningful, lasting relationships based on mutual respect and growth\"\n      ],\n      \"personal_growth\": [\n        \"Continuous learning and self-improvement\",\n        \"Balance technical expertise with emotional intelligence and empathy\",\n        \"Maintain physical and mental health as foundation for everything else\"\n      ],\n      \"social_impact\": [\n        \"Use technology and wealth to empower others\",\n        \"Democratize access to opportunities and resources\",\n        \"Challenge systems that fail to serve the public good\"\n      ],\n      \"creative_expression\": [\n        \"Use creativity and humor to connect with others\",\n        \"Express authentic self through various creative outlets\",\n        \"Share knowledge and inspire others through storytelling\"\n      ]\n    }\n  },\n  \"company_websites\": {\n    \"hyperbloom\": \"https://www.hyperbloom.ai/\",\n    \"modular_earth\": \"https://github.com/Modular-Earth-LLC\"\n  }\n}",
      "tags": [
        "brand",
        "identity"
      ]
    },
    {
      "category": "brand",
      "title": "personality",
      "content": "{\n  \"writing_style\": \"Optimistic and forward-thinking perspective, balances technical precision with emotional depth\",\n  \"tone_preferences\": [\n    \"Friendly and social\",\n    \"Optimistic and inspiring\",\n    \"Intellectually curious but accessible\",\n    \"Authentic and personal\",\n    \"Humorous when appropriate\"\n  ],\n  \"humor_style\": \"Uses humor and positivity to connect with others, enjoys standup comedy and karaoke\",\n  \"decision_making\": \"Data-driven with consideration for emotional impact, maintains bias for action\",\n  \"enthusiasm_expression\": \"Uses specific examples and detailed explanations, exhibits superabundant, contagious, optimistic energy\",\n  \"core_traits\": {\n    \"primary\": [\n      \"Friendly and social\",\n      \"Optimistic\",\n      \"Entrepreneurial\",\n      \"Voracious reader\",\n      \"Humanist\",\n      \"Futurist\",\n      \"Collectivist\",\n      \"Nurturing\",\n      \"High standards\",\n      \"Respectful of all living life\",\n      \"Systems thinker\",\n      \"Maintains bias for action\"\n    ],\n    \"communication\": [\n      \"Adaptive and empathetic\",\n      \"Seeks diverse perspectives\",\n      \"Bold vision with grounded approach\",\n      \"Uses humor and positivity\",\n      \"Balances technical and emotional intelligence\"\n    ]\n  },\n  \"leadership_style\": [\n    \"Practices adaptive, bottom-up leadership\",\n    \"Actively seeks diverse perspectives\",\n    \"Communicates bold, inspiring vision that drives results\"\n  ],\n  \"personal_interests\": {\n    \"creative_pursuits\": [\n      \"Plays drums\",\n      \"Loves karaoke\",\n      \"Attends concerts\",\n      \"Enjoys standup comedy\"\n    ],\n    \"outdoor_activities\": [\n      \"Hiking\",\n      \"Biking\",\n      \"Offroading\",\n      \"Camping\",\n      \"Swimming\",\n      \"Being in the Sunshine\",\n      \"Walking in parks\",\n      \"Playing on playgrounds\"\n    ]\n  },\n  \"communities\": [\n    \"Progressive Parents\",\n    \"Social Entrepreneurs\",\n    \"Musicians\"\n  ]\n}",
      "tags": [
        "brand",
        "personality"
      ]
    },
    {
      "category": "brand",
      "title": "values",
      "content": "{\n  \"values\": [\n    {\n      \"name\": \"Equitable\",\n      \"description\": \"Use power and wealth to empower and enrich others\",\n      \"ethical_principle\": \"Empower others with resources\"\n    },\n    {\n      \"name\": \"Healthy\",\n      \"description\": \"Prioritize physical and mental health. Optimize for human health over profit\",\n      \"ethical_principle\": \"Health over profit\"\n    },\n    {\n      \"name\": \"Empirical\",\n      \"description\": \"Rely on scientific evidence and expert research. Stay humble\",\n      \"ethical_principle\": \"Evidence-based decisions\"\n    },\n    {\n      \"name\": \"Transparent\",\n      \"description\": \"Truth is essential for success and leads to improvements\",\n      \"ethical_principle\": \"Truth and transparency\"\n    },\n    {\n      \"name\": \"Consensual\",\n      \"description\": \"Seek consent everywhere. Collaborate toward mutually beneficial outcomes\",\n      \"ethical_principle\": \"Consent and collaboration\"\n    },\n    {\n      \"name\": \"Inclusive\",\n      \"description\": \"Support neurodiversity and independence. Foster safe spaces for dissent, creativity, and emotional processing\",\n      \"ethical_principle\": \"Support neurodiversity\"\n    },\n    {\n      \"name\": \"Future-proof\",\n      \"description\": \"Think long-term. Adapt to change while protecting marginalized groups\",\n      \"ethical_principle\": \"Long-term thinking\"\n    },\n    {\n      \"name\": \"Focused\",\n      \"description\": \"Stay committed to meaningful goals. Pivot only when a clearly better path emerges\",\n      \"ethical_principle\": \"Goal commitment with flexibility\"\n    }\n  ],\n  \"priorities\": [\n    \"Family wellbeing\",\n    \"Professional development\",\n    \"Community contribution\",\n    \"Personal health\"\n  ],\n  \"non_negotiables\": [\n    \"Honesty in all communications\",\n    \"Respect for all people\",\n    \"Quality in work output\",\n    \"Consent and mutual benefit\"\n  ],\n  \"worldview\": \"Optimistic but realistic; believes in human potential and continuous improvement\"\n}",
      "tags": [
        "brand",
        "values"
      ]
    },
    {
      "category": "career",
      "title": "certifications",
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      "tags": [
        "career",
        "certifications"
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    },
    {
      "category": "career",
      "title": "companies",
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\"size\": \"enterprise\",\n    \"type\": \"employer\",\n    \"website\": \"https://www.boozallen.com\",\n    \"description\": \"Global management consulting, technology, and engineering firm providing services to government and commercial clients.\",\n    \"metrics\": {\n      \"employees\": \"27,000+\",\n      \"revenue\": \"$9B+\"\n    },\n    \"metricsAsOf\": \"2025-01\",\n    \"metricsSource\": \"https://www.boozallen.com\"\n  },\n  {\n    \"id\": \"modular-earth\",\n    \"name\": \"Modular Earth\",\n    \"industry\": \"Technology / Social Impact\",\n    \"size\": \"startup\",\n    \"type\": \"nonprofit\",\n    \"website\": \"https://github.com/Modular-Earth-LLC\",\n    \"description\": \"Not-for-profit organization supporting free and open-source development of AI-driven applications for social good.\"\n  },\n  {\n    \"id\": \"hyperbloom\",\n    \"name\": \"Hyperbloom\",\n    \"industry\": \"IT Services and Consulting\",\n    \"size\": \"startup\",\n    \"type\": 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\"Amazon Web Services\",\n    \"industry\": \"Cloud Computing\",\n    \"size\": \"enterprise\",\n    \"type\": \"employer\",\n    \"website\": \"https://aws.amazon.com\",\n    \"description\": \"World's leading cloud computing platform providing infrastructure, AI/ML, and enterprise services.\"\n  },\n  {\n    \"id\": \"neurolex-labs\",\n    \"name\": \"NeuroLex Labs\",\n    \"industry\": \"Healthcare AI / Voice Computing\",\n    \"size\": \"startup\",\n    \"type\": \"employer\",\n    \"website\": \"https://www.neurolex.ai\",\n    \"description\": \"Voice computing company building software for the prediction and prevention of neurodegenerative diseases.\"\n  },\n  {\n    \"id\": \"decooda\",\n    \"name\": \"Decooda\",\n    \"industry\": \"AI / Customer Experience Analytics\",\n    \"size\": \"startup\",\n    \"type\": \"employer\",\n    \"website\": null,\n    \"description\": \"AI company designing next-generation data science tools for the customer experience industry.\"\n  },\n  {\n    \"id\": \"slalom-consulting\",\n    \"name\": \"Slalom Consulting\",\n    \"industry\": \"Technology Consulting\",\n    \"size\": \"enterprise\",\n    \"type\": \"employer\",\n    \"website\": \"https://www.slalom.com\",\n    \"description\": \"Modern consulting firm focused on strategy, technology, and business transformation.\"\n  },\n  {\n    \"id\": \"red-ventures\",\n    \"name\": \"Red Ventures\",\n    \"industry\": \"Digital Marketing / Technology\",\n    \"size\": \"mid-market\",\n    \"type\": \"employer\",\n    \"website\": \"https://www.redventures.com\",\n    \"description\": \"Technology-driven marketing company optimizing customer acquisition for large brands in high-growth industries.\"\n  },\n  {\n    \"id\": \"microsoft\",\n    \"name\": \"Microsoft\",\n    \"industry\": \"Technology\",\n    \"size\": \"enterprise\",\n    \"type\": \"employer\",\n    \"website\": \"https://www.microsoft.com\",\n    \"description\": \"Global technology company providing software, 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\"Grammy-nominated recording studio operated by producer John Keane in Athens, Georgia.\"\n  },\n  {\n    \"id\": \"damon-moon-and-the-whispering-drifters\",\n    \"name\": \"Damon Moon and the Whispering Drifters\",\n    \"industry\": \"Music / Performing Arts\",\n    \"size\": \"startup\",\n    \"type\": \"employer\",\n    \"website\": null,\n    \"description\": \"Music band based in the southeastern United States.\"\n  }\n]",
      "tags": [
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    },
    {
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\"code\": \"PHYS 1212-1212L\",\n    \"category\": \"General Physics\",\n    \"discipline\": \"physics\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-bs-computer-science\"\n  },\n  {\n    \"id\": \"acct-2101-accounting-i\",\n    \"name\": \"Principles of Accounting I\",\n    \"code\": \"ACCT 2101\",\n    \"category\": \"Accounting\",\n    \"discipline\": \"business\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-bs-computer-science\"\n  },\n  {\n    \"id\": \"acct-2102-accounting-ii\",\n    \"name\": \"Principles of Accounting II\",\n    \"code\": \"ACCT 2102\",\n    \"category\": \"Accounting\",\n    \"discipline\": \"business\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-bs-computer-science\"\n  },\n  {\n    \"id\": \"econ-2105-macroeconomics\",\n    \"name\": \"Principles of Macroeconomics\",\n    \"code\": \"ECON 2105\",\n    \"category\": 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\"discipline\": \"business\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-bs-computer-science\"\n  },\n  {\n    \"id\": \"dsba-6100-big-data-analytics\",\n    \"name\": \"Big Data Analytics for Competitive Advantage\",\n    \"code\": \"DSBA 6100\",\n    \"category\": \"Data Analytics\",\n    \"discipline\": \"business\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-bs-computer-science\"\n  },\n  {\n    \"id\": \"nmix-4110-new-media-production\",\n    \"name\": \"New Media Production\",\n    \"code\": \"NMIX 4110\",\n    \"category\": \"Media Production\",\n    \"discipline\": \"new_media\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-ba-cognitive-science\"\n  },\n  {\n    \"id\": \"nmix-4510-new-media-capstone\",\n    \"name\": \"New Media Capstone\",\n    \"code\": \"NMIX 4510\",\n    \"category\": \"Capstone Project\",\n    \"discipline\": 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\"associated_education_id\": \"uga-ba-cognitive-science\"\n  },\n  {\n    \"id\": \"psyc-1101-intro-psychology\",\n    \"name\": \"Introduction to General Psychology\",\n    \"code\": \"PSYC 1101\",\n    \"category\": \"General Psychology\",\n    \"discipline\": \"psychology\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-ba-cognitive-science\"\n  },\n  {\n    \"id\": \"biol-1103-biology\",\n    \"name\": \"Biology\",\n    \"code\": \"BIOL 1103\",\n    \"category\": \"General Biology\",\n    \"discipline\": \"biology\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-bs-computer-science\"\n  },\n  {\n    \"id\": \"engl-2111-world-literature\",\n    \"name\": \"World Literature\",\n    \"code\": \"ENGL 2111\",\n    \"category\": \"Literature\",\n    \"discipline\": \"english\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-ba-cognitive-science\"\n  },\n  {\n    \"id\": \"comm-1201-public-speaking\",\n    \"name\": \"Public Speaking\",\n    \"code\": \"COMM 1201\",\n    \"category\": \"Oral Communication\",\n    \"discipline\": \"communication\",\n    \"institution\": \"University of Georgia\",\n    \"associated_education_id\": \"uga-ba-cognitive-science\"\n  }\n]",
      "tags": [
        "career",
        "courses"
      ]
    },
    {
      "category": "career",
      "title": "education",
      "content": "[\n  {\n    \"id\": \"uga-bs-computer-science\",\n    \"school\": \"University of Georgia\",\n    \"degree\": \"Bachelor of Science\",\n    \"field\": \"Computer Science\",\n    \"specialization\": \"Area of Emphasis in Artificial Intelligence\",\n    \"start_date\": \"2008\",\n    \"end_date\": \"2012\",\n    \"activities\": \"Nuci's Space Student Organization, UGA's Music Business Program Alumni, New Media Institute Alumni, WUOG Campus Radio Station\",\n    \"honors\": [\n      \"Graduated Cum Laude\",\n      \"Dean's List four semesters\",\n      \"HOPE Scholarship recipient\"\n    ],\n    \"certificates\": [],\n    \"description\": \"Bachelor of Science in Computer Science with an Area of Emphasis in Artificial Intelligence\"\n  },\n  {\n    \"id\": \"uga-ba-cognitive-science\",\n    \"school\": \"University of Georgia\",\n    \"degree\": \"Bachelor of Arts\",\n    \"field\": \"Cognitive Science\",\n    \"specialization\": \"Focused Foundation in Artificial Intelligence\",\n    \"start_date\": \"2008\",\n    \"end_date\": \"2012\",\n    \"activities\": \"Nuci's Space Student Organization, UGA's Music Business Program Alumni, New Media Institute Alumni, WUOG Campus Radio Station\",\n    \"honors\": [\n      \"Graduated Cum Laude\",\n      \"Dean's List four semesters\",\n      \"HOPE Scholarship recipient\"\n    ],\n    \"certificates\": [\n      \"Interdisciplinary Certificate in Music Business (May 2010)\",\n      \"Interdisciplinary Certificate in New Media (December 2009)\"\n    ],\n    \"description\": \"Bachelor of Arts in Cognitive Science with a Focused Foundation in Artificial Intelligence\"\n  },\n  {\n    \"id\": \"gpc-as-music-production\",\n    \"school\": \"Georgia Perimeter College\",\n    \"degree\": \"Associate of Science\",\n    \"field\": \"Music Production\",\n    \"specialization\": null,\n    \"start_date\": \"2005\",\n    \"end_date\": \"2007\",\n    \"activities\": \"Music Production\",\n    \"honors\": [\n      \"Graduated High Honors\",\n      \"Dean's List four semesters\",\n      \"HOPE Scholarship recipient\"\n    ],\n    \"certificates\": [],\n    \"description\": \"Associate of Science degree with focus on Music Production\"\n  }\n]",
      "tags": [
        "career",
        "education"
      ]
    },
    {
      "category": "career",
      "title": "honors",
      "content": "[\n  {\n    \"id\": \"hackathon-clt-first-place\",\n    \"title\": \"First place in the Code category for HACKATHON clt\",\n    \"organization\": \"HACKATHON clt\",\n    \"date\": \"2015-03\",\n    \"description\": \"The goal was to predict, model, plan and present the best, most attractive and creative ways to deliver groceries to customers. Our team name was HT CoDelivery and we were out to \\\"Deliver Groceries Together.\\\" We found a simple approach that easily integrated with Harris Teeter's way of doing things. Our idea was relatively easy to implement and aligned with Harris Teeter's mission. Check out our winning project on GitHub: https://github.com/praeducer/htcodelivery\",\n    \"category\": \"Competition\"\n  },\n  {\n    \"id\": \"microsoft-entrepreneur-of-the-year-nomination\",\n    \"title\": \"Nominated for Global Business Support's \\\"Entrepreneur of the Year\\\"\",\n    \"organization\": \"Microsoft\",\n    \"date\": \"2013\",\n    \"description\": \"\",\n    \"category\": \"Professional Recognition\"\n  },\n  {\n    \"id\": \"uga-cum-laude\",\n    \"title\": \"Graduated Cum Laude\",\n    \"organization\": \"University of Georgia\",\n    \"date\": \"2012-05\",\n    \"description\": \"\",\n    \"category\": \"Academic Achievement\"\n  },\n  {\n    \"id\": \"gpc-high-honors\",\n    \"title\": \"Graduated High Honors\",\n    \"organization\": \"Georgia Perimeter College\",\n    \"date\": \"2007-12\",\n    \"description\": \"\",\n    \"category\": \"Academic Achievement\"\n  }\n]",
      "tags": [
        "career",
        "honors"
      ]
    },
    {
      "category": "achievement",
      "title": "Arine — Healthcare Data Operations Platform",
      "content": "Staff-level data operations engineering at Arine, a healthcare technology platform that has touched over 30 million client members across 45+ health plans and produces over 40 million recommendations annually. Built HIPAA-compliant AI coding assistants (Data Engineering Agent for autonomous ETL pipeline generation/deployment/testing, Dev Environment Agent for developer onboarding). Managed enterprise data platform on Snowflake and AWS, ingesting and processing petabytes of healthcare data from hundreds of sources. Built observability pipeline for Arine's autonomous pharmacist AI agent (DynamoDB → Snowflake → dbt → QuickSight). Led AI enablement workshops training up to 100 engineers on AI-first development practices. SCOPE BOUNDARY: Paul's role at Arine is data operations engineering (Snowflake, ETL, AI agents, dbt, observability). He does NOT build ML models or ML pipelines at Arine. ML pipeline work was performed at NeuroLex Labs (voice computing) and Slalom Consulting (behavioral health forecasting). Never attribute ML model development to the Arine position.",
      "tags": [
        "healthcare",
        "data-ops",
        "ai-agents",
        "snowflake",
        "aws",
        "hipaa"
      ],
      "relatedPositions": [
        "Staff AI DataOps Engineer at Arine"
      ],
      "asOf": "2026-03",
      "source": "https://www.arine.io",
      "confidence": "verified"
    },
    {
      "category": "achievement",
      "title": "Booz Allen Hamilton — Healthcare AI Practice Leadership",
      "content": "Led AI and analytics solution development at Booz Allen Hamilton, a Fortune 500 management consulting firm (27,000+ employees, $9B+ revenue). Operated within their healthcare and life science practice, designing and deploying AI solutions across FedRAMP and HIPAA-compliant environments. Collaborated with cross-functional teams of engineers, data scientists, and domain experts to deliver AI products that harnessed clinical, behavioral, and genomic data for population health, predictive medicine, and research advancements. Addressed algorithmic bias and privacy risks in regulated healthcare AI deployments.",
      "tags": [
        "healthcare",
        "ai",
        "leadership",
        "fortune-500",
        "compliance",
        "consulting"
      ],
      "relatedPositions": [
        "Chief AI Architect, Senior Manager at Booz Allen Hamilton"
      ]
    },
    {
      "category": "achievement",
      "title": "AWS — Enterprise AI/ML Solutions Architecture Portfolio",
      "content": "Managed a portfolio of 10+ enterprise accounts as an AI/ML Solutions Architect at Amazon Web Services, serving clients including Cox Enterprises, Cox Automotive (Autotrader, Dealer.com, Kelley Blue Book, Manheim, VinSolutions), Equifax, Jostens, NCR, Accenture, and Deloitte. Engaged nationally as a subject matter expert in artificial intelligence and machine learning. Built proof-of-concept solutions and ran benchmarking experiments that drove production adoption. Delivered technical white papers, presentations, and reference architectures. Partnered with C-suite executives to define technical and business strategies including go-to-market, cost management, and technical recruiting. Spoke at private and public AWS events with diverse stakeholder groups.",
      "tags": [
        "aws",
        "enterprise",
        "solutions-architecture",
        "ai",
        "ml",
        "c-suite"
      ],
      "relatedPositions": [
        "Enterprise AI and ML Solutions Architect at Amazon Web Services"
      ]
    },
    {
      "category": "achievement",
      "title": "TReNDS Center — COINSTAC Neuroinformatics Platform",
      "content": "Tech lead and architect for COINSTAC, an open-source software suite enabling collaborative, decentralized neuroimaging and genomics research. COINSTAC uses differential privacy algorithms to protect Personal Health Information (PHI) during multi-site analysis. Built GPU-focused compute infrastructure for deep learning workloads. Led AWS cloud architecture improvements and container orchestration to reduce deployment complexity. Advised leadership on product roadmap, mission, and vision. Contributed to translational research efforts and authored technical whitepapers. Supported commercialization through SBIR grant writing, open-source contributor recruitment, and industry partnerships. SCOPE BOUNDARY: Paul was tech lead and architect at TReNDS Center. He designed and built the data platform and cloud infrastructure for COINSTAC. He did NOT personally develop the neuroscience ML models — the research scientists did that. Paul's role was platform architecture, DevOps, and engineering leadership.",
      "tags": [
        "neuroinformatics",
        "open-source",
        "aws",
        "gpu",
        "differential-privacy",
        "coinstac"
      ],
      "relatedPositions": [
        "Neuroinformatics Data Platform Architect at TReNDS Center"
      ],
      "asOf": "2023-09",
      "source": "position description + trendscenter.org",
      "confidence": "verified"
    },
    {
      "category": "achievement",
      "title": "NeuroLex Labs — Healthcare Voice Computing Platform",
      "content": "Senior AI engineer building voice computing software for the prediction and prevention of neurodegenerative diseases. Architected automated ML pipelines that collected, cleaned, trained, and deployed models processing text and audio data. Drove TDD implementation across the engineering team — introducing regression, functional, load, and integration testing practices. Mentored fellows in the Tribe fellowship program focused on predicting neurodegenerative diseases using voice biomarkers. Evangelized the company and recruited technical team members. Collaborated with executive leadership, researchers, and customers to design features and products. SCOPE BOUNDARY: Paul built ML pipelines and voice computing applications at NeuroLex Labs. This is where his ML model development work happened — not at Arine (where he does data ops).",
      "tags": [
        "voice-computing",
        "ml-pipelines",
        "healthcare",
        "tdd",
        "mentorship",
        "neurodegenerative"
      ],
      "relatedPositions": [
        "Senior AI Engineer at NeuroLex Labs"
      ],
      "asOf": "2020-05",
      "source": "position description + neurolex.ai",
      "confidence": "verified"
    },
    {
      "category": "achievement",
      "title": "Hyperbloom — AI Consulting Business",
      "content": "Founded and operated Hyperbloom, an IT services and consulting business delivering cloud-based AI and data solutions across healthcare, life science, and financial services industries. Led cross-functional teams of sales coordinators, account managers, and solutions architects through the full sales cycle. Grew the business to $1.4M ARR from a $40K initial investment. Built strategic partnerships with research organizations, technology vendors, and consulting firms. Trained engineers on entrepreneurship and mission-driven technology development. Developed product incubation programs supporting new AI ventures. Recruited and retained mission-driven technologists. Operated the business for 5+ years (2020-2025).",
      "tags": [
        "entrepreneurship",
        "ai-consulting",
        "healthcare",
        "sales",
        "leadership",
        "startup"
      ],
      "relatedPositions": [
        "Chief AI Officer, Founder at Hyperbloom"
      ],
      "asOf": "2025-09",
      "source": "position description + hyperbloom.ai",
      "confidence": "verified"
    },
    {
      "category": "achievement",
      "title": "Slalom Consulting — Multi-Engagement Analytics Practice",
      "content": "Delivered 7+ client engagements over 2.5 years at Slalom Consulting, a modern consulting firm with 12,000+ employees. Key engagements included: (1) Behavioral healthcare service review application generating $2M+ in consulting revenue, (2) Statewide demand forecasting of behavioral health crisis services across dozens of facilities in Georgia, (3) Solution assessment comparing Azure Bot Service to Amazon Lex for a Fortune 100 insurance company, (4) Multiple public presentations on Azure Machine Learning, AI democratization, and cloud bot architecture. Recognized nationally as a subject matter expert in NLP and machine learning. Known as a domain expert in public sector, healthcare, digital marketing, and AI.",
      "tags": [
        "consulting",
        "analytics",
        "healthcare",
        "presentations",
        "nlp",
        "azure"
      ],
      "relatedPositions": [
        "Advanced Analytics Consultant at Slalom Consulting"
      ]
    },
    {
      "category": "achievement",
      "title": "Red Ventures — Full-Stack Engineering at Scale",
      "content": "Engineered full-stack marketing platform at Red Ventures serving 16+ Fortune 500 clients including DirecTV, Vonage, ADT, Verizon, Boost Mobile, AT&T, Frontier Communications, CenturyLink, Safeco Insurance, Liberty Mutual, Progressive, The Hartford, Travelers, MetLife, and Foremost Insurance Group. Developed and maintained proprietary applications including a web framework, CMS, experience management platform, hundreds of high-traffic consumer-facing websites, a sales management system, a BI reporting framework, and various API implementations. Won first place at HACKATHON clt for engineering a crowdsourced delivery system, processing 140M+ rows of purchase data using Apache Spark and map-reduce algorithms.",
      "tags": [
        "full-stack",
        "fortune-500",
        "marketing-tech",
        "hackathon",
        "big-data"
      ],
      "relatedPositions": [
        "Software Engineer at Red Ventures"
      ]
    },
    {
      "category": "leadership",
      "title": "Engineering Management — Cross-Position Leadership Thread",
      "content": "Progressive engineering leadership spanning 10+ years across multiple organizations. At Booz Allen Hamilton: collaborated with cross-functional teams to design and deploy AI products for healthcare clients. At AWS: built deep relationships with C-suite executives, led private and public technical events, partnered with sales teams to drive adoption and revenue. At NeuroLex Labs: mentored fellows in the Tribe program for neurodegenerative disease research, evangelized the company and recruited team members, drove TDD implementation across the engineering team. At Decooda: managed diverse teams of data scientists, software engineers, and CX experts; led client service delivery operations; established processes and tooling to improve organizational efficiency; engaged weekly in recruiting and hiring. At Slalom: delivered technical training to audiences spanning executives, nurses, and developers; grew the AI business through workshops and sales support. At Hyperbloom: led teams of sales coordinators, account managers, and solutions architects; trained engineers on entrepreneurship; recruited mission-driven technologists. At Mento: delivered science-backed executive coaching with 93% client-reported performance improvement and 100% leadership satisfaction.",
      "tags": [
        "leadership",
        "management",
        "mentoring",
        "hiring",
        "coaching",
        "team-building"
      ],
      "relatedPositions": [
        "Chief AI Architect, Senior Manager at Booz Allen Hamilton",
        "Enterprise AI and ML Solutions Architect at Amazon Web Services",
        "Senior AI Engineer at NeuroLex Labs",
        "Senior AI Solutions Architect at Decooda",
        "Advanced Analytics Consultant at Slalom Consulting",
        "Chief AI Officer, Founder at Hyperbloom",
        "Executive AI and Data Science Coach at Mento"
      ]
    },
    {
      "category": "career",
      "title": "positions",
      "content": "[\n  {\n    \"id\": \"arine-staff-data-ops-2025\",\n    \"title\": \"Staff Data Operations Engineer\",\n    \"company\": \"Arine\",\n    \"company_id\": \"arine\",\n    \"location\": \"Remote, United States\",\n    \"start_date\": \"2025-03\",\n    \"end_date\": null,\n    \"is_current\": true,\n    \"employment_type\": \"full-time\",\n    \"description\": \"Leading data operations and infrastructure for healthcare technology platform focused on medication management and clinical decision support. Responsible for data pipeline architecture, MLOps implementation, and ensuring HIPAA-compliant data processing workflows that support patient care optimization and clinical outcomes analysis.\",\n    \"highlights\": [\n      \"Leading data operations and infrastructure for healthcare technology platform focused on medication management and clinical decision support\",\n      \"Responsible for data pipeline architecture, MLOps implementation, and ensuring HIPAA-compliant data processing workflows that support patient care optimization and clinical outcomes analysis\"\n    ],\n    \"technologies\": [\n      \"MLOps\",\n      \"HIPAA\",\n      \"Data Pipelines\"\n    ],\n    \"industries\": [\n      \"Healthcare Technology\"\n    ],\n    \"sort_order\": 1\n  },\n  {\n    \"id\": \"modular-earth-principal-ai-architect-2022\",\n    \"title\": \"Principal AI Architect and Engineer, Founder\",\n    \"company\": \"Modular Earth\",\n    \"company_id\": \"modular-earth\",\n    \"location\": \"Buford, Georgia, United States\",\n    \"start_date\": \"2022-12\",\n    \"end_date\": null,\n    \"is_current\": true,\n    \"employment_type\": \"self-employed\",\n    \"description\": \"Modular Earth is a not-for-profit organization that supports the free and open-source development of AI-driven applications for social good. Modular Earth's mission is to make wealth accessible to working-class people in an increasingly volatile job market. My active AI projects include a career assistant to help workers execute an effective go-to-market strategy and a financial assistant to help families save and invest their money. My principles maximize accessibility, privacy, trust, and creative control while minimizing cost. My software architectures enforce open-source, local-first, portable, and distributed design principles, often integrating emerging technologies such as AI and blockchain. My vision is to deploy AI-as-a-public-service in local libraries across the United States at no cost to individuals looking for work.\",\n    \"highlights\": [\n      \"Modular Earth is a not-for-profit organization that supports the free and open-source development of AI-driven applications for social good\",\n      \"Active AI projects include a career assistant to help workers execute an effective go-to-market strategy and a financial assistant to help families save and invest their money\",\n      \"Software architectures enforce open-source, local-first, portable, and distributed design principles, often integrating emerging technologies such as AI and blockchain\",\n      \"Vision is to deploy AI-as-a-public-service in local libraries across the United States at no cost to individuals looking for work\"\n    ],\n    \"technologies\": [\n      \"AI\",\n      \"Blockchain\",\n      \"Open Source\"\n    ],\n    \"industries\": [\n      \"Technology\",\n      \"Social Impact\"\n    ],\n    \"sort_order\": 2\n  },\n  {\n    \"id\": \"hyperbloom-chief-ai-officer-2020\",\n    \"title\": \"Chief AI Officer, Founder\",\n    \"company\": \"Hyperbloom\",\n    \"company_id\": \"hyperbloom\",\n    \"location\": \"United States\",\n    \"start_date\": \"2020-01\",\n    \"end_date\": null,\n    \"is_current\": true,\n    \"employment_type\": \"self-employed\",\n    \"description\": \"Hyperbloom is an IT services and consulting business that I own and operate. As the head of the organization, I: + Collaborate closely with other executives, founders, and business owners to define and execute effective go-to-market and product development strategies. + Design and deliver cloud-based AI and data solutions to many industries with a focus on healthcare, life science, and financial services. + Lead teams of sales coordinators, account managers, and solutions architects in executing the full sales cycle for our products and services. + Partner with research organizations, technology vendors, and other consulting companies. + Recruit mission-driven people who specialize in building emerging technology. + Support product developers as they incubate AI businesses in our community. + Train engineers and architects on how to be entrepreneurs and live the life they want to live. Teach them to target high-demand, low supply markets and develop multiple income streams while living a meaningful and fulfilling life. + Build decentralized, autonomous talent platforms and consulting infrastructure to support our mission to bring self-sovereignty to independent contractors and working-class entrepreneurs.\",\n    \"highlights\": [\n      \"Collaborate closely with other executives, founders, and business owners to define and execute effective go-to-market and product development strategies\",\n      \"Design and deliver cloud-based AI and data solutions to many industries with a focus on healthcare, life science, and financial services\",\n      \"Lead teams of sales coordinators, account managers, and solutions architects in executing the full sales cycle for our products and services\",\n      \"Partner with research organizations, technology vendors, and other consulting companies\",\n      \"Recruit mission-driven people who specialize in building emerging technology\",\n      \"Support product developers as they incubate AI businesses in our community\",\n      \"Train engineers and architects on how to be entrepreneurs and live the life they want to live\",\n      \"Build decentralized, autonomous talent platforms and consulting infrastructure to support our mission to bring self-sovereignty to independent contractors and working-class entrepreneurs\"\n    ],\n    \"technologies\": [\n      \"AI\",\n      \"Cloud Computing\",\n      \"Data Engineering\"\n    ],\n    \"industries\": [\n      \"IT Services and Consulting\",\n      \"Healthcare\",\n      \"Life Science\",\n      \"Financial Services\"\n    ],\n    \"sort_order\": 3\n  },\n  {\n    \"id\": \"booz-allen-hamilton-chief-ai-architect-2024\",\n    \"title\": \"Chief AI Architect, Senior Manager\",\n    \"company\": \"Booz Allen Hamilton\",\n    \"company_id\": \"booz-allen-hamilton\",\n    \"location\": \"Atlanta, Georgia, United States\",\n    \"start_date\": \"2024-07\",\n    \"end_date\": \"2025-03\",\n    \"is_current\": false,\n    \"employment_type\": \"full-time\",\n    \"description\": \"+ Led the development and operationalization of AI and analytics solutions, enabling clients to harness clinical, behavioral, and genomic data for advancements in population health, research, and predictive medicine. + Helped healthcare and life science clients realize the transformative potential of AI in medicine, while mitigating risks such as algorithmic bias and privacy breaches. + Stayed ahead of the rapidly evolving health sector curve by addressing clinical, regulatory, and technological needs with experience-based insights. + Collaborated with cross-functional teams to design, implement, and deploy AI software products tailored to the unique challenges and opportunities in the healthcare and life science industry. + Ensured the delivery of precise and practical AI solutions that drive meaningful outcomes for clients and contribute to advancing data-driven medicine.\",\n    \"highlights\": [\n      \"Led the development and operationalization of AI and analytics solutions, enabling clients to harness clinical, behavioral, and genomic data for advancements in population health, research, and predictive medicine\",\n      \"Helped healthcare and life science clients realize the transformative potential of AI in medicine, while mitigating risks such as algorithmic bias and privacy breaches\",\n      \"Stayed ahead of the rapidly evolving health sector curve by addressing clinical, regulatory, and technological needs with experience-based insights\",\n      \"Collaborated with cross-functional teams to design, implement, and deploy AI software products tailored to the unique challenges and opportunities in the healthcare and life science industry\",\n      \"Ensured the delivery of precise and practical AI solutions that drive meaningful outcomes for clients and contribute to advancing data-driven medicine\"\n    ],\n    \"technologies\": [\n      \"AI\",\n      \"Machine Learning\",\n      \"Analytics\",\n      \"Genomics\"\n    ],\n    \"industries\": [\n      \"Healthcare\",\n      \"Life Science\",\n      \"Government Consulting\"\n    ],\n    \"sort_order\": 4\n  },\n  {\n    \"id\": \"mento-executive-ai-coach-2023\",\n    \"title\": \"Executive AI and Data Science Coach\",\n    \"company\": \"Mento\",\n    \"company_id\": \"mento\",\n    \"location\": \"Buford, Georgia, United States\",\n    \"start_date\": \"2023-09\",\n    \"end_date\": \"2024-08\",\n    \"is_current\": false,\n    \"employment_type\": \"contract\",\n    \"description\": \"+ Delivered a new, science-backed approach for coaching to the modern workforce. + Drove performance with a proprietary 80/20 approach to personalized 1-on-1 coaching and mentorship. + Built custom growth plans tailored to my client's unique goals and challenges. + 100% of my clients credited me for helping them be better leaders at work. + 93% of my clients reported an improvement in their work performance.\",\n    \"highlights\": [\n      \"Delivered a new, science-backed approach for coaching to the modern workforce\",\n      \"Drove performance with a proprietary 80/20 approach to personalized 1-on-1 coaching and mentorship\",\n      \"Built custom growth plans tailored to my client's unique goals and challenges\",\n      \"100% of my clients credited me for helping them be better leaders at work\",\n      \"93% of my clients reported an improvement in their work performance\"\n    ],\n    \"technologies\": [\n      \"AI\",\n      \"Data Science\",\n      \"Coaching Platforms\"\n    ],\n    \"industries\": [\n      \"Professional Development\",\n      \"Coaching\"\n    ],\n    \"sort_order\": 5\n  },\n  {\n    \"id\": \"trends-center-neuroinformatics-architect-2022\",\n    \"title\": \"Neuroinformatics Data Platform Architect\",\n    \"company\": \"TReNDS Center\",\n    \"company_id\": \"trends-center\",\n    \"location\": \"Atlanta, Georgia, United States\",\n    \"start_date\": \"2022-01\",\n    \"end_date\": \"2023-09\",\n    \"is_current\": false,\n    \"employment_type\": \"full-time\",\n    \"description\": \"+ Tech lead and architect for COINSTAC, an open-source software suite designed to foster collaborative, decentralized research that applied multimodal fusion approaches to neuroimaging and genomics data. COINSTAC offered data anonymity through differential privacy algorithms, so members did not need to fear Personal Health Information (PHI) traceback. + Advised the leadership team on the product's feature roadmap, mission, and vision. + Worked closely with research scientists to develop advanced analytic approaches and neuroinformatics tools that leveraged advanced brain imaging and omics data to translate these approaches into biomarkers that helped address relevant areas of brain health and disease. + Focused on improving the team's communication and collaboration processes and tooling. + Acted as the team's Scrum master, defining and executing Agile frameworks. + Architected and managed the cloud components of the system in AWS. Made improvements to decouple the system and better leverage managed services. + Built-out GPU-focused compute infrastructure to support deep learning computations. + Supported the growth and commercialization of COINSTAC through user adoption efforts, open-source contributor recruitment, grant writing (like Small Business Innovation Research grants), and industry partnerships. + Contributed to technical whitepapers, documentation, and translational research in neuroscience and data science.\",\n    \"highlights\": [\n      \"Tech lead and architect for COINSTAC, an open-source software suite designed to foster collaborative, decentralized research that applied multimodal fusion approaches to neuroimaging and genomics data\",\n      \"Advised the leadership team on the product's feature roadmap, mission, and vision\",\n      \"Worked closely with research scientists to develop advanced analytic approaches and neuroinformatics tools that leveraged advanced brain imaging and omics data\",\n      \"Focused on improving the team's communication and collaboration processes and tooling\",\n      \"Acted as the team's Scrum master, defining and executing Agile frameworks\",\n      \"Architected and managed the cloud components of the system in AWS\",\n      \"Built-out GPU-focused compute infrastructure to support deep learning computations\",\n      \"Supported the growth and commercialization of COINSTAC through user adoption efforts, open-source contributor recruitment, grant writing, and industry partnerships\",\n      \"Contributed to technical whitepapers, documentation, and translational research in neuroscience and data science\"\n    ],\n    \"technologies\": [\n      \"AWS\",\n      \"GPU Computing\",\n      \"Deep Learning\",\n      \"Differential Privacy\",\n      \"Neuroimaging\",\n      \"Genomics\",\n      \"Agile/Scrum\"\n    ],\n    \"industries\": [\n      \"Neuroscience Research\",\n      \"Healthcare\",\n      \"Life Science\"\n    ],\n    \"sort_order\": 6\n  },\n  {\n    \"id\": \"amazon-web-services-ai-ml-solutions-architect-2018\",\n    \"title\": \"Enterprise AI and ML Solutions Architect\",\n    \"company\": \"Amazon Web Services\",\n    \"company_id\": \"amazon-web-services\",\n    \"location\": \"Greater Atlanta Area\",\n    \"start_date\": \"2018-08\",\n    \"end_date\": \"2021-05\",\n    \"is_current\": false,\n    \"employment_type\": \"full-time\",\n    \"description\": \"+ Worked with existing and potential customers to architect and integrate their applications and services with the AWS platform. + Provided prescriptive guidance, best practices, and assistance in designing applications and services that are secure, scalable, reliable, and performant. + Engaged nationally as a subject matter expert in artificial intelligence and machine learning. + Built deep relationships with executives and other leaders while assisting them with the definition and execution of technical and business strategies, including technical recruiting, go-to-market strategy, and cost management. + Authored publications such as technical white papers, presentations, and reference architectures. + Created proof of concepts and ran benchmarking experiments. + Acted as a technical liaison between customers and the web service teams to provide customer driven product improvement feedback. + Collaborated with professional services, training, and support teams to ensure customer success. + Partnered with the sales team to drive AWS adoption and revenue. + Plan, led, and spoke at private and public meetings and events with diverse groups of stakeholders daily. + Customers served: Cox Enterprises, Cox Communications, Cox Automotive (Autotrader, Dealer.com, Kelley Blue Book, Manheim, VinSolutions), Equifax, Jostens, NCR, D3, Accenture, Deloitte.\",\n    \"highlights\": [\n      \"Worked with existing and potential customers to architect and integrate their applications and services with the AWS platform\",\n      \"Provided prescriptive guidance, best practices, and assistance in designing applications and services that are secure, scalable, reliable, and performant\",\n      \"Engaged nationally as a subject matter expert in artificial intelligence and machine learning\",\n      \"Built deep relationships with executives and other leaders while assisting them with the definition and execution of technical and business strategies\",\n      \"Authored publications such as technical white papers, presentations, and reference architectures\",\n      \"Created proof of concepts and ran benchmarking experiments\",\n      \"Acted as a technical liaison between customers and the web service teams to provide customer driven product improvement feedback\",\n      \"Collaborated with professional services, training, and support teams to ensure customer success\",\n      \"Partnered with the sales team to drive AWS adoption and revenue\",\n      \"Customers served: Cox Enterprises, Cox Communications, Cox Automotive, Equifax, Jostens, NCR, D3, Accenture, Deloitte\"\n    ],\n    \"technologies\": [\n      \"AWS\",\n      \"AI\",\n      \"Machine Learning\",\n      \"Cloud Architecture\",\n      \"SageMaker\"\n    ],\n    \"industries\": [\n      \"Cloud Computing\",\n      \"Technology\"\n    ],\n    \"sort_order\": 7\n  },\n  {\n    \"id\": \"neurolex-labs-senior-ai-engineer-2018\",\n    \"title\": \"Senior AI Engineer\",\n    \"company\": \"NeuroLex Labs\",\n    \"company_id\": \"neurolex-labs\",\n    \"location\": \"Greater Atlanta Area\",\n    \"start_date\": \"2018-01\",\n    \"end_date\": \"2020-05\",\n    \"is_current\": false,\n    \"employment_type\": \"full-time\",\n    \"description\": \"+ Architected and developed software applications, web services, and data pipelines that made voice computing accessible to everyone. + Designed automated machine learning workflows that collect data, clean data, train models, and deploy models. These systems primarily process text and audio data. + Worked with executive leadership, researchers, and customers to design new features and products that delighted users, had a great technical foundation, were easy to support, and delivered on the key performance metrics and goals of the business. + Collaborated weekly with a highly distributed, cross-functional team. + Assured quality through test-driven development. I advocated for, and drove the implementation of, regression, functional, load, and integration testing. + Primary contributor to our technical documentation. I wrote robust documentation that all levels of engineers and scientists could understand. + Mentored members of our Tribe, a fellowship program where outstanding students and researchers from around the world came together to discover new applications for the prediction and prevention of neurodegenerative diseases. + Evangelized the company and recruited new team members.\",\n    \"highlights\": [\n      \"Architected and developed software applications, web services, and data pipelines that made voice computing accessible to everyone\",\n      \"Designed automated machine learning workflows that collect data, clean data, train models, and deploy models\",\n      \"Worked with executive leadership, researchers, and customers to design new features and products\",\n      \"Collaborated weekly with a highly distributed, cross-functional team\",\n      \"Assured quality through test-driven development with regression, functional, load, and integration testing\",\n      \"Primary contributor to technical documentation\",\n      \"Mentored members of the Tribe fellowship program for prediction and prevention of neurodegenerative diseases\",\n      \"Evangelized the company and recruited new team members\"\n    ],\n    \"technologies\": [\n      \"Machine Learning\",\n      \"NLP\",\n      \"Audio Processing\",\n      \"Data Pipelines\",\n      \"TDD\"\n    ],\n    \"industries\": [\n      \"Healthcare AI\",\n      \"Voice Computing\"\n    ],\n    \"sort_order\": 8\n  },\n  {\n    \"id\": \"decooda-senior-ai-solutions-architect-2018\",\n    \"title\": \"Senior AI Solutions Architect\",\n    \"company\": \"Decooda\",\n    \"company_id\": \"decooda\",\n    \"location\": \"Greater Atlanta Area\",\n    \"start_date\": \"2018-01\",\n    \"end_date\": \"2018-08\",\n    \"is_current\": false,\n    \"employment_type\": \"full-time\",\n    \"description\": \"+ Architected AI solutions that detect and predict human behavior. These solutions were cloud-first and built to scale with a focus on unstructured data. + Designed next generation data science tools for the customer experience industry. I pioneered new products and features by bridging customer feedback back into product development. + Led client service delivery operations for our engineering and data science teams. I established processes and tooling to improve the efficiency and effectiveness of the organization. + Acted as the technical lead and project manager on client-facing projects. + Managed diverse teams of data scientists, software engineers, and customer experience experts as we delivered quality solutions on aggressive timelines. + Executed multiple agile software development and data science process life cycles in tandem. + Took ownership of any gaps in my team's abilities, acting in a variety of roles including software engineer, data engineer, data scientist, and data storyteller. I did everything from building web services to presenting research results. + Automated everything I possibly could, from analytics reports to the development and deployment of our software applications. + Supported the sales cycle by contributing to statements of work, responding to requests for proposals, and building demos. + Engaged weekly in the recruiting and hiring process. + Inspired a culture of radical transparency with a passion for people. + Clients served: Principal, FLEETCOR, Veloxiti.\",\n    \"highlights\": [\n      \"Architected AI solutions that detect and predict human behavior, cloud-first and built to scale with a focus on unstructured data\",\n      \"Designed next generation data science tools for the customer experience industry\",\n      \"Led client service delivery operations for engineering and data science teams\",\n      \"Acted as the technical lead and project manager on client-facing projects\",\n      \"Managed diverse teams of data scientists, software engineers, and customer experience experts\",\n      \"Executed multiple agile software development and data science process life cycles in tandem\",\n      \"Automated analytics reports and development/deployment of software applications\",\n      \"Supported the sales cycle with statements of work, RFP responses, and demos\",\n      \"Clients served: Principal, FLEETCOR, Veloxiti\"\n    ],\n    \"technologies\": [\n      \"AI\",\n      \"Cloud Computing\",\n      \"Data Science\",\n      \"Agile\"\n    ],\n    \"industries\": [\n      \"AI\",\n      \"Customer Experience Analytics\"\n    ],\n    \"sort_order\": 9\n  },\n  {\n    \"id\": \"slalom-consulting-advanced-analytics-consultant-2015\",\n    \"title\": \"Advanced Analytics Consultant\",\n    \"company\": \"Slalom Consulting\",\n    \"company_id\": \"slalom-consulting\",\n    \"location\": \"Greater Atlanta Area\",\n    \"start_date\": \"2015-07\",\n    \"end_date\": \"2018-01\",\n    \"is_current\": false,\n    \"employment_type\": \"full-time\",\n    \"description\": \"+ Advised client leadership on analytics strategy. + Designed, architected, and developed intelligent software applications across a variety of tech stacks and cloud platforms. + Performed data engineering tasks in direct collaboration with data scientists. I acquired, transferred, stored, explored, and prepared data. + Operationalized data science experiments and data science teams. I took work that was done in local, isolated environments and transferred it to cloud-based production systems that provided support for seamless collaboration and automation. + Delivered technical documentation, presentations, and training to diverse audiences spanning executive leadership, nurses, behavioral staff, software developers, and business analysts. + Grew the artificial intelligence business by developing workshops, creating marketing materials, and supporting the sales process. + Known as a technical expert in the Microsoft ecosystem, more specifically in .NET, Microsoft Azure, and the Cortana Intelligence Suite. + Known as a domain expert in public sector, healthcare, digital marketing, and artificial intelligence. + Recognized nationally as a subject matter expert in natural language processing and machine learning. + Appreciated regularly by colleagues during the performance review process for expressing a positive attitude, keeping attention to detail, and maintaining effective communication.\",\n    \"highlights\": [\n      \"Advised client leadership on analytics strategy\",\n      \"Designed, architected, and developed intelligent software applications across a variety of tech stacks and cloud platforms\",\n      \"Performed data engineering tasks in direct collaboration with data scientists\",\n      \"Operationalized data science experiments and data science teams into cloud-based production systems\",\n      \"Delivered technical documentation, presentations, and training to diverse audiences\",\n      \"Grew the artificial intelligence business by developing workshops, creating marketing materials, and supporting the sales process\",\n      \"Known as a technical expert in the Microsoft ecosystem (.NET, Microsoft Azure, Cortana Intelligence Suite)\",\n      \"Known as a domain expert in public sector, healthcare, digital marketing, and artificial intelligence\",\n      \"Recognized nationally as a subject matter expert in natural language processing and machine learning\"\n    ],\n    \"technologies\": [\n      \".NET\",\n      \"Microsoft Azure\",\n      \"Cortana Intelligence Suite\",\n      \"NLP\",\n      \"Machine Learning\"\n    ],\n    \"industries\": [\n      \"Technology Consulting\",\n      \"Healthcare\",\n      \"Public Sector\",\n      \"Digital Marketing\"\n    ],\n    \"sort_order\": 10\n  },\n  {\n    \"id\": \"red-ventures-software-engineer-2014\",\n    \"title\": \"Software Engineer\",\n    \"company\": \"Red Ventures\",\n    \"company_id\": \"red-ventures\",\n    \"location\": \"Fort Mill, South Carolina\",\n    \"start_date\": \"2014-03\",\n    \"end_date\": \"2015-07\",\n    \"is_current\": false,\n    \"employment_type\": \"full-time\",\n    \"description\": \"+ Took ownership of the entire direct marketing process for large brands in high-growth industries. Using web technology, I optimized the entire customer acquisition process, from demand generation to closing the sale. + Engineered full-stack web applications primarily on the LAMP stack. I held responsibilities across every aspect of our software development and data management life cycles. + Developed and maintained multiple proprietary applications including a web framework, a content management system, an experience management platform, hundreds of high-traffic consumer-facing websites, a sales management system, a business intelligence reporting framework, and various API implementations. + Partnered closely with analysts to drive the daily performance of key sales metrics and marketing assets. + Maintained rapid iterations of our agile software development life cycle to hit aggressive deadlines. + Clients served: DirecTV, Vonage, ADT, Verizon, Boost Mobile, HughesNet, AT&T, Frontier Communications, CenturyLink, Safeco Insurance, ASI, Liberty Mutual, Progressive, The Hartford, Travelers, MetLife, Foremost Insurance Group.\",\n    \"highlights\": [\n      \"Took ownership of the entire direct marketing process for large brands in high-growth industries\",\n      \"Engineered full-stack web applications primarily on the LAMP stack\",\n      \"Developed and maintained multiple proprietary applications including a web framework, CMS, experience management platform, and hundreds of high-traffic consumer-facing websites\",\n      \"Partnered closely with analysts to drive the daily performance of key sales metrics and marketing assets\",\n      \"Maintained rapid iterations of agile software development life cycle\",\n      \"Clients served: DirecTV, Vonage, ADT, Verizon, Boost Mobile, HughesNet, AT&T, Frontier Communications, CenturyLink, Safeco Insurance, ASI, Liberty Mutual, Progressive, The Hartford, Travelers, MetLife, Foremost Insurance Group\"\n    ],\n    \"technologies\": [\n      \"LAMP Stack\",\n      \"PHP\",\n      \"MySQL\",\n      \"JavaScript\",\n      \"HTML\",\n      \"CSS\",\n      \"API Development\"\n    ],\n    \"industries\": [\n      \"Digital Marketing\",\n      \"Technology\"\n    ],\n    \"sort_order\": 11\n  },\n  {\n    \"id\": \"microsoft-senior-support-engineer-2012\",\n    \"title\": \"Senior Support Engineer\",\n    \"company\": \"Microsoft\",\n    \"company_id\": \"microsoft\",\n    \"location\": \"Charlotte, North Carolina Area\",\n    \"start_date\": \"2012-07\",\n    \"end_date\": \"2014-03\",\n    \"is_current\": false,\n    \"employment_type\": \"full-time\",\n    \"description\": \"+ Supported the full systems development life cycle of hundreds of high business impact web applications, web services, and server farms in environments with tens of thousands of users. + Recognized as a subject matter expert in SharePoint, Microsoft's leading social content management system and collaborative knowledge discovery platform. + Acted as the primary contact where I delivered advanced technical troubleshooting support and problem resolution to Fortune 100 customers. High-level managers and top-tier IT administrators turned to me as a last resort after exploiting all of their resources. I was most often requested to assist during critical situations such as deployments, upgrades, installations of hotfixes, migrations, restorations, and to recover from a substantial loss in business functionality. + Demonstrated consistent success collaborating with international teams on projects that involved dozens of stakeholders. + Planned for and improved solutions regarding server farm performance, disaster recovery and availability, and infrastructure capacity. + Created functional design specifications, requirements documents, implementation plans, and governance plans. + Wrote PowerShell and C# scripts using several .NET object models to automate tasks such as the assembly, deployment, and testing of web applications and their infrastructure. + Known for providing excellent internal case documentation and written customer communication. + Graduate of the Microsoft Academy for College Hires (MACH Program). + Nominated for Global Business Support's \\\"Entrepreneur of the Year\\\" in 2013. + Clients served: Chevron, Shell, Walmart, Deloitte, Hewlett Packard, Intel, State of Virginia, Department of Defense, FBI, Disney, Bank of America, Endo Health Solutions, General Dynamics, IGT, VHA, Yum! Brands, Chrylser, Canon, Grainger, Nielsen, BlueCross BlueShield, IMF, Woodforest National Bank, Lockheed Martin, FSU, Siemens, SanMar, Teck, AmerisourceBergin, IATA.\",\n    \"highlights\": [\n      \"Supported the full systems development life cycle of hundreds of high business impact web applications, web services, and server farms\",\n      \"Recognized as a subject matter expert in SharePoint\",\n      \"Delivered advanced technical troubleshooting support and problem resolution to Fortune 100 customers\",\n      \"Demonstrated consistent success collaborating with international teams on projects with dozens of stakeholders\",\n      \"Planned for and improved solutions regarding server farm performance, disaster recovery, and infrastructure capacity\",\n      \"Wrote PowerShell and C# scripts using .NET object models to automate tasks\",\n      \"Graduate of the Microsoft Academy for College Hires (MACH Program)\",\n      \"Nominated for Global Business Support's Entrepreneur of the Year in 2013\",\n      \"Clients served: Chevron, Shell, Walmart, Deloitte, HP, Intel, DoD, FBI, Disney, Bank of America, and many more\"\n    ],\n    \"technologies\": [\n      \"SharePoint\",\n      \"PowerShell\",\n      \"C#\",\n      \".NET\",\n      \"Windows Server\"\n    ],\n    \"industries\": [\n      \"Technology\",\n      \"Enterprise Software\"\n    ],\n    \"sort_order\": 12\n  },\n  {\n    \"id\": \"paul-prae-digital-strategy-consultant-2010\",\n    \"title\": \"Digital Strategy Consultant, Web Developer\",\n    \"company\": \"Paul Prae\",\n    \"company_id\": \"paul-prae-consulting\",\n    \"location\": \"South East United States\",\n    \"start_date\": \"2010-01\",\n    \"end_date\": \"2012-07\",\n    \"is_current\": false,\n    \"employment_type\": \"self-employed\",\n    \"description\": \"+ Helped entrepreneurs and early-stage companies realize their vision through digital marketing. + Designed, built, and hosted websites. + Acted as a technical lead during the development of web applications. + Recruited and managed teams of engineers and analysts with diverse skill sets.\",\n    \"highlights\": [\n      \"Helped entrepreneurs and early-stage companies realize their vision through digital marketing\",\n      \"Designed, built, and hosted websites\",\n      \"Acted as a technical lead during the development of web applications\",\n      \"Recruited and managed teams of engineers and analysts with diverse skill sets\"\n    ],\n    \"technologies\": [\n      \"Web Development\",\n      \"Digital Marketing\",\n      \"Web Hosting\"\n    ],\n    \"industries\": [\n      \"Digital Marketing\",\n      \"Web Development\"\n    ],\n    \"sort_order\": 13\n  },\n  {\n    \"id\": \"paul-prae-music-producer-2005\",\n    \"title\": \"Music Producer, Audio Engineer\",\n    \"company\": \"Paul Prae\",\n    \"company_id\": \"paul-prae-music\",\n    \"location\": \"South East United States\",\n    \"start_date\": \"2005-02\",\n    \"end_date\": \"2012-07\",\n    \"is_current\": false,\n    \"employment_type\": \"self-employed\",\n    \"description\": \"+ Produced, taught, and performed in various multimedia studio projects. + Engineered the stage and the front-of-house sound during live shows of up to 750 attendees. + Coordinated production duties, such as live sound, video, lighting, and photography for stage crews. + Venues served: New Earth Music Hall, John Keane Studios, WUOG Radio Station, The Rialto Club, O' Reilly Audio Services, The 40 Watt Club, The University of Georgia, The Melting Point, Monolith Studio, White Ship Records, Nuci's Space. + Artists server: Widespread Panic, Bonobo, Shpongle, Modern Skirts, Drive-By Truckers, DubConscious, The Glitch Mob, Damon Moon and the Whispering Drifters, Christopher Cross, Edwin McCain, Shawn Mullins, Corey Smith, Toro y Moi, Eliot Lipp, Pigs on the Wing, J. Cole, Lotus, Yelawolf, Nappy Roots, Emancipator, John Keane, Toubab Krewe, Pac Div, The New Mastersounds, Afroman, Beats Antique, Dumpstaphunk, The Polish Ambassador, PANTyRAiD, JJ Grey & Mofro, Perpetual Groove, Lera Lynn.\",\n    \"highlights\": [\n      \"Produced, taught, and performed in various multimedia studio projects\",\n      \"Engineered the stage and the front-of-house sound during live shows of up to 750 attendees\",\n      \"Coordinated production duties, such as live sound, video, lighting, and photography for stage crews\",\n      \"Venues served: New Earth Music Hall, John Keane Studios, WUOG Radio Station, The Rialto Club, The 40 Watt Club, The University of Georgia, The Melting Point, and more\",\n      \"Artists served: Widespread Panic, Bonobo, Shpongle, Drive-By Truckers, The Glitch Mob, J. Cole, Lotus, Yelawolf, and many more\"\n    ],\n    \"technologies\": [\n      \"Pro Tools\",\n      \"Live Sound Engineering\",\n      \"Audio Production\"\n    ],\n    \"industries\": [\n      \"Music Production\",\n      \"Audio Engineering\"\n    ],\n    \"sort_order\": 14\n  },\n  {\n    \"id\": \"john-keane-studios-engineering-intern-2009\",\n    \"title\": \"Engineering Intern\",\n    \"company\": \"John Keane Studios\",\n    \"company_id\": \"john-keane-studios\",\n    \"location\": \"Athens, GA\",\n    \"start_date\": \"2009-08\",\n    \"end_date\": \"2010-05\",\n    \"is_current\": false,\n    \"employment_type\": \"internship\",\n    \"description\": \"+ Assisted in audio engineering assignments as needed throughout recording sessions. + Led the teaching assistants for the Pro Tools lab at the University of Georgia. + Shadowed Grammy-nominated producer John Keane as he engineered, mixed, mastered, and produced the album Dirty Side Down by Widespread Panic.\",\n    \"highlights\": [\n      \"Assisted in audio engineering assignments as needed throughout recording sessions\",\n      \"Led the teaching assistants for the Pro Tools lab at the University of Georgia\",\n      \"Shadowed Grammy-nominated producer John Keane as he engineered, mixed, mastered, and produced the album Dirty Side Down by Widespread Panic\"\n    ],\n    \"technologies\": [\n      \"Pro Tools\",\n      \"Audio Engineering\",\n      \"Studio Recording\"\n    ],\n    \"industries\": [\n      \"Music\",\n      \"Recording Studio\"\n    ],\n    \"sort_order\": 15\n  },\n  {\n    \"id\": \"damon-moon-production-manager-2009\",\n    \"title\": \"Production Manager for the Summer Tour\",\n    \"company\": \"Damon Moon and the Whispering Drifters\",\n    \"company_id\": \"damon-moon-and-the-whispering-drifters\",\n    \"location\": \"The United States of America\",\n    \"start_date\": \"2009-06\",\n    \"end_date\": \"2009-08\",\n    \"is_current\": false,\n    \"employment_type\": \"contract\",\n    \"description\": \"+ Coordinated all production duties, such as live sound, video, lighting, and photography.\",\n    \"highlights\": [\n      \"Coordinated all production duties, such as live sound, video, lighting, and photography\"\n    ],\n    \"technologies\": [\n      \"Live Sound\",\n      \"Video Production\",\n      \"Lighting\"\n    ],\n    \"industries\": [\n      \"Music\",\n      \"Performing Arts\"\n    ],\n    \"sort_order\": 16\n  }\n]",
      "tags": [
        "career",
        "positions"
      ]
    },
    {
      "category": "career",
      "title": "profile",
      "content": "{\n  \"name\": \"Paul Prae\",\n  \"headline\": \"AI Solutions Architect, AI Engineering Team Lead | Healthcare, Life Science, and Financial Services Industry Expert | Making Health and Wealth Accessible to Working Class Entrepreneurs\",\n  \"summary\": \"Hi, I'm Paul, an AI solutions architect and AI engineering leader focused on solving challenges in privacy-sensitive industries such as healthcare, life science, and finance. My 13+ years of experience includes roles at Amazon Web Services, Microsoft, Red Ventures, Booz Allen Hamilton, and Slalom Consulting delivering world-class software to Fortune 500 companies. I'm also an active social entrepreneur on a mission to make health and wealth accessible to working-class entrepreneurs and their families.\\n\\nMy superpowers include AI, Machine Learning, and Data:\\n- Engineering Team Management — I manage technical people and projects from ideation to production.\\n- Platform Architecture — I design and build software infrastructure on-premises and in the cloud.\\n- Governance — I mitigate risk by protecting data and ensuring data privacy.\\n- Operations — I address operational inefficiencies by improving data accessibility and infrastructure reliability.\\n\\nMy portfolio includes the following applications:\\n- A machine learning platform for detecting mental health disorders using audio data.\\n- A data platform for detecting brain diseases using neuroimaging data.\\n- A data lake and high-performance computing environment for managing and processing genomics data.\\n- Data pipelines and multiple full-stack web applications for visualizing and predicting patient needs and healthcare facility capacity.\\n\\nMy current open-source AI stack includes Ollama, Open WebUI, LangChain, n8n, Neo4j, PostgreSQL, and various LLMs (including the Mistral, Qwen, Llama, and DeepSeek families of models). I'm using this stack to build decentralized Web 3.0 apps and AI agents that help working-class entrepreneurs generate wealth.\\n\\nMy latest cloud computing stack includes the Amazon Sagemaker AI, Bedrock, Elastic Container/Kubernetes Service (ECS/EKS), and Deep Learning AMI services from Amazon Web Services (AWS). I'm also well-versed in building conversational interfaces and generative AI applications on AWS (utilizing Amazon Nova, Lex, and Comprehend services) and Microsoft Azure (utilizing Copilot, Bot, Search, and Machine Learning services). I most often leverage these stacks for larger enterprises.\\n\\nLet's connect and explore how we can innovate together.\",\n  \"location\": {\n    \"primary\": \"Buford, GA, United States\",\n    \"secondary\": \"Atlanta, GA, United States\"\n  },\n  \"email\": \"\",\n  \"linkedin\": \"https://www.linkedin.com/in/paulprae\",\n  \"website\": \"https://www.paulprae.com\",\n  \"github\": \"https://github.com/praeducer\",\n  \"blog\": \"https://blog.paulprae.com/\",\n  \"presentations\": \"https://www.slideshare.net/PaulPrae\",\n  \"academic\": \"https://uga.academia.edu/PaulPrae\",\n  \"years_experience\": 13,\n  \"current_role\": \"Staff Data Operations Engineer\",\n  \"current_company\": \"Arine\"\n}",
      "tags": [
        "career",
        "profile"
      ]
    },
    {
      "category": "career",
      "title": "projects",
      "content": "[\n  {\n    \"id\": \"hyperbloom\",\n    \"title\": \"Hyperbloom\",\n    \"description\": \"Grew to $1.4M ARR business with just a $40k investment\",\n    \"url\": \"https://www.hyperbloom.ai/\",\n    \"start_date\": \"2020-01\",\n    \"end_date\": null,\n    \"status\": \"active\",\n    \"technologies\": [\n      \"AI\",\n      \"Cloud Computing\",\n      \"Data Engineering\"\n    ],\n    \"outcomes\": [\n      \"$1.4M ARR with $40k investment\"\n    ],\n    \"position_id\": \"hyperbloom-chief-ai-officer-2020\",\n    \"project_type\": \"business\"\n  },\n  {\n    \"id\": \"modular-earth\",\n    \"title\": \"Modular Earth\",\n    \"description\": \"Not-for-profit organization supporting free and open-source development of AI-driven applications for social good. Mission is to make wealth accessible to working-class people in an increasingly volatile job market.\",\n    \"url\": \"https://github.com/Modular-Earth-LLC\",\n    \"start_date\": \"2022-12\",\n    \"end_date\": null,\n    \"status\": \"active\",\n    \"technologies\": [\n      \"AI\",\n      \"Blockchain\",\n      \"Open Source\"\n    ],\n    \"outcomes\": [],\n    \"position_id\": \"modular-earth-principal-ai-architect-2022\",\n    \"project_type\": \"nonprofit\"\n  },\n  {\n    \"id\": \"career-coach-ai-assistant\",\n    \"title\": \"Career Coach and Digital Marketing AI Assistant\",\n    \"description\": \"A career coach and digital marketing assistant designed to help job seekers create personalized go-to-market strategies and outreach content for building professional networks and securing job opportunities. The assistant crafts tailored connection requests and introductory messages by analyzing company needs.\",\n    \"url\": null,\n    \"start_date\": \"2024-01\",\n    \"end_date\": null,\n    \"status\": \"active\",\n    \"technologies\": [\n      \"AI\",\n      \"LLM\",\n      \"NLP\"\n    ],\n    \"outcomes\": [],\n    \"position_id\": \"modular-earth-principal-ai-architect-2022\",\n    \"project_type\": \"open-source\"\n  },\n  {\n    \"id\": \"financial-ai-assistant\",\n    \"title\": \"Financial AI Assistant for Working-Class Families\",\n    \"description\": \"This GitHub repository features an AI-driven personal financial assistant focused on budgeting, debt management, savings, and investment planning. It offers tailored financial advice and analyzes financial documents to provide actionable insights, making it ideal for users who need financial guidance or are interested in economic data analysis.\",\n    \"url\": null,\n    \"start_date\": \"2024-01\",\n    \"end_date\": null,\n    \"status\": \"active\",\n    \"technologies\": [\n      \"AI\",\n      \"LLM\",\n      \"Financial Analysis\"\n    ],\n    \"outcomes\": [],\n    \"position_id\": \"modular-earth-principal-ai-architect-2022\",\n    \"project_type\": \"open-source\"\n  },\n  {\n    \"id\": \"open-source-local-first-ai-stack\",\n    \"title\": \"My Open Source and Local-First AI Tech Stack\",\n    \"description\": \"I am building an AI agent/app to help people develop a career strategy and apply for jobs. I'm obsessed with open source, self-hosted, local first, multi-agent workflows. The tech stack is centered around libraries like Ollama, LangChain, n8n, and Neo4j. I use Rust and TypeScript as my programming languages. I'm focused on getting people off big tech cloud providers for benefits related to cost, privacy, security, intellectual property, control, and simplicity. The only hosting providers I plan on using are highly principled companies like Hugging Face, Mistral.ai, Together.ai, and Storj.io when local computing or storage doesn't fit the use case. The app doesn't need an internet connection, so I focus on local desktop apps for Mac, Windows, and Linux. I specialize in local-first app frameworks like Tauri, so I never have to deploy this app to multi-tier cloud environments, which lets me keep it hella simple and private/secure.\",\n    \"url\": null,\n    \"start_date\": \"2024-01\",\n    \"end_date\": null,\n    \"status\": \"active\",\n    \"technologies\": [\n      \"Ollama\",\n      \"LangChain\",\n      \"n8n\",\n      \"Neo4j\",\n      \"Rust\",\n      \"TypeScript\",\n      \"Tauri\"\n    ],\n    \"outcomes\": [],\n    \"position_id\": \"modular-earth-principal-ai-architect-2022\",\n    \"project_type\": \"open-source\"\n  },\n  {\n    \"id\": \"coinstac-neuroinformatics-platform\",\n    \"title\": \"COINSTAC: Neuroinformatics Data Platform\",\n    \"description\": \"An open-source software suite that fosters collaborative research using neuroimaging and genomics data. It removes large barriers to traditional data-centric collaboration approaches. It enables groups of users to run common analyses on their own machines over their own datasets with ease. The results of these analyses are synchronized to the cloud, and undergo aggregate analyses processes using all contributor data. Decentralized pipelines allow for distributed, iterative, and feature rich analyses to be run, opening new and exciting capabilities for collaborative computation. It also offers data anonymity through differential privacy algorithms, so members do not need to fear PHI traceback.\",\n    \"url\": \"http://coinstac.org\",\n    \"start_date\": \"2022-01\",\n    \"end_date\": null,\n    \"status\": \"active\",\n    \"technologies\": [\n      \"AWS\",\n      \"Differential Privacy\",\n      \"Neuroimaging\",\n      \"Genomics\",\n      \"Decentralized Computing\"\n    ],\n    \"outcomes\": [\n      \"Published in Frontiers in Neuroinformatics\",\n      \"Supported federated analysis across research institutions\"\n    ],\n    \"position_id\": \"trends-center-neuroinformatics-architect-2022\",\n    \"project_type\": \"research\"\n  },\n  {\n    \"id\": \"blockchain-life-science-data-platform\",\n    \"title\": \"Blockchain-Based Data Platform Architecture for Managing Life Science Data\",\n    \"description\": \"Applied blockchain technology to securely and privately exchange data. We designed a system to facilitate and verify a data lifecycle using smart contracts. The lifecycle identified, tracked, and secured data with event logging in place. We designed it to meet global regulatory requirements, data protection laws (CCPA, GDPR, and HIPAA), and privacy frameworks (like FAIR). We made sure it was interoperable by applying standards such as CDISC, SDTM, ADaM, and HL7.\",\n    \"url\": null,\n    \"start_date\": \"2022-06\",\n    \"end_date\": \"2022-10\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Blockchain\",\n      \"Smart Contracts\",\n      \"HIPAA\",\n      \"GDPR\",\n      \"HL7\"\n    ],\n    \"outcomes\": [\n      \"Met global regulatory requirements including CCPA, GDPR, and HIPAA\"\n    ],\n    \"position_id\": \"hyperbloom-chief-ai-officer-2020\",\n    \"project_type\": \"consulting\"\n  },\n  {\n    \"id\": \"disaster-recovery-clinical-trials\",\n    \"title\": \"Disaster Recovery Planning and Data Protection Solution Architecture for Clinical Trials\",\n    \"description\": \"Architected disaster recovery solutions and governed data for clinical trial software that helped more than 10,000 research sites in 45 countries manage their documents, data, and workflows. The platform also provides remote access so sponsors and contract research organizations (CROs) can collaborate with their sites around the world. The platform's users performed 5.5 million remote monitoring activities each month.\",\n    \"url\": null,\n    \"start_date\": \"2022-06\",\n    \"end_date\": \"2022-12\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Cloud Computing\",\n      \"Disaster Recovery\",\n      \"Data Governance\"\n    ],\n    \"outcomes\": [\n      \"Supported 10,000+ research sites in 45 countries\",\n      \"Platform handled 5.5 million remote monitoring activities monthly\"\n    ],\n    \"position_id\": \"hyperbloom-chief-ai-officer-2020\",\n    \"project_type\": \"consulting\"\n  },\n  {\n    \"id\": \"genomics-data-lake\",\n    \"title\": \"Genomics Data Lake\",\n    \"description\": \"A genomics client of ours was operating entirely on-premises. Data was being stored locally on SAN disks and analytics were performed via Jupyter Hub hosted on their over-utilized HPCs. We wrote and deployed a software agent on their HPCs as a file gateway, allowing them to essentially mount a file storage system with low latency access to their newly created S3 buckets. Since the amount of data they had to move at the start was not too large, they requested for us to implement a site-to-site VPN for data transfer to save costs. We used AWS Glue to transform the data into a columnar format, Parquet, as it was optimized for the type of queries they planned to execute. To save both time and money, a transformation must occur when the technician attempts to query the data. To facilitate this, when the query is ran, a CloudWatch event is fired that causes AWS Glue to transform the VCF files into Parquet and save them into another S3 bucket in their Data Lake. The AWS Glue Data Catalog was then updated to reflect these changes. Overall, we successfully implemented a production-ready start to their data lake and automated several tasks for their data engineers.\",\n    \"url\": \"https://www.hyperbloom.ai/\",\n    \"start_date\": \"2021-06\",\n    \"end_date\": \"2021-11\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"AWS\",\n      \"S3\",\n      \"AWS Glue\",\n      \"CloudWatch\",\n      \"Parquet\",\n      \"VPN\",\n      \"Genomics\"\n    ],\n    \"outcomes\": [\n      \"Successfully implemented production-ready data lake\",\n      \"Automated data engineering tasks\"\n    ],\n    \"position_id\": \"hyperbloom-chief-ai-officer-2020\",\n    \"project_type\": \"consulting\"\n  },\n  {\n    \"id\": \"neurolex-voice-computing\",\n    \"title\": \"NeuroLex: Voice Computing for Healthcare\",\n    \"description\": \"We architected and developed multiple software applications, web services, and data pipelines, supporting our mission to make voice computing accessible to everyone. The automated machine learning workflows we built collected data, cleaned data, trained models, and deployed models.\",\n    \"url\": \"https://www.neurolex.ai\",\n    \"start_date\": \"2018-01\",\n    \"end_date\": \"2020-05\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Machine Learning\",\n      \"NLP\",\n      \"Audio Processing\",\n      \"Data Pipelines\"\n    ],\n    \"outcomes\": [\n      \"Built automated ML workflows for voice data processing\"\n    ],\n    \"position_id\": \"neurolex-labs-senior-ai-engineer-2018\",\n    \"project_type\": \"product\"\n  },\n  {\n    \"id\": \"microservices-web-crawling\",\n    \"title\": \"Microservices for Web Crawling and Scraping\",\n    \"description\": \"Using Python and Kafka, I built a series of highly scalable microservices that could extract data from almost any popular news site. This unstructured data was then cleaned so it could be easily consumed by our text analytics platform. This system allowed our clients to follow industry trends and gain insights about both their customers and competitors. For Principal, the data was piped into an engine that predicted earnings surprise and will eventually influence investment decisions.\",\n    \"url\": null,\n    \"start_date\": \"2018-02\",\n    \"end_date\": \"2018-05\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Python\",\n      \"Apache Kafka\",\n      \"Microservices\",\n      \"NLP\",\n      \"Web Scraping\"\n    ],\n    \"outcomes\": [\n      \"Enabled clients to follow industry trends\",\n      \"Predicted earnings surprise for Principal\"\n    ],\n    \"position_id\": \"decooda-senior-ai-solutions-architect-2018\",\n    \"project_type\": \"consulting\"\n  },\n  {\n    \"id\": \"knowledge-transfer-module\",\n    \"title\": \"Knowledge Transfer Module\",\n    \"description\": \"Designed, architected, and developed a system that creates high-quality training data at enterprise scale. It helps train, test, and tune machine learning algorithms for everything from search relevance and sentiment analysis to conversational agents. By annotating data with this system, business analysts were able to contribute to our knowledge base and improve the quality of predictions made by Decooda's machine learning classifiers. The application was built with React, Express, and Node.js.\",\n    \"url\": \"https://www.paulprae.com/natural-language-processing-systems/\",\n    \"start_date\": \"2018-01\",\n    \"end_date\": \"2018-08\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"React\",\n      \"Express\",\n      \"Node.js\",\n      \"Machine Learning\",\n      \"NLP\"\n    ],\n    \"outcomes\": [\n      \"Created enterprise-scale training data system\",\n      \"Improved ML classifier quality\"\n    ],\n    \"position_id\": \"decooda-senior-ai-solutions-architect-2018\",\n    \"project_type\": \"product\"\n  },\n  {\n    \"id\": \"azure-vs-lex-bot-assessment\",\n    \"title\": \"Solution Assessment Comparing the Azure Bot Service to Amazon Lex for a Fortune 100 Insurance Company\",\n    \"description\": \"In order to properly compare the Microsoft bot ecosystem to that of Amazon's, I designed an identical conversational interface for both. The purpose of the bots was to automate common IT support tasks. Though the flow of the conversation was the same for both bots, the back-end implementation was completely different. I led the conversational interface design for the entire project and the development of the Amazon Lex bot. Along the way, I also delivered learning sessions to their team about the bot development life cycle.\",\n    \"url\": null,\n    \"start_date\": \"2017-07\",\n    \"end_date\": \"2017-08\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Azure Bot Service\",\n      \"Amazon Lex\",\n      \"Conversational AI\"\n    ],\n    \"outcomes\": [\n      \"Delivered comparative assessment for Fortune 100 insurance company\"\n    ],\n    \"position_id\": \"slalom-consulting-advanced-analytics-consultant-2015\",\n    \"project_type\": \"consulting\"\n  },\n  {\n    \"id\": \"demand-forecasting-healthcare\",\n    \"title\": \"Demand Forecasting of Healthcare Services\",\n    \"description\": \"In order to reduce costs, optimize staffing, and support the budgeting process, we predicted demand for behavioral health crisis services in dozens of facilities across the state of Georgia. I led the data engineering and data storytelling parts of the project. I integrated data into a data warehouse from several previously siloed systems. While performing our analysis for this project, we also helped the organization improve their data governance and data science process.\",\n    \"url\": null,\n    \"start_date\": \"2017-08\",\n    \"end_date\": \"2018-01\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Data Warehousing\",\n      \"Predictive Analytics\",\n      \"Data Engineering\"\n    ],\n    \"outcomes\": [\n      \"Predicted demand for behavioral health crisis services across Georgia\",\n      \"Integrated siloed data systems into data warehouse\"\n    ],\n    \"position_id\": \"slalom-consulting-advanced-analytics-consultant-2015\",\n    \"project_type\": \"consulting\"\n  },\n  {\n    \"id\": \"behavioral-healthcare-review-app\",\n    \"title\": \"Behavioral Healthcare Service Review Application\",\n    \"description\": \"Built a Universal Windows Platform app using XAML, C#, Prism, SQLite, and Azure Mobile Services and an accompanying web app using ASP.NET, Knockout.js, Bootstrap, and Power BI. I led the front-end development of both applications. The purpose of these apps is to provide nurses and behavioral staff an easy way to collect data so they can improve the quality of care patients are receiving. This data is then exposed to leadership to support strategy and operations. The project brought in over two million dollars in revenue.\",\n    \"url\": null,\n    \"start_date\": \"2015-07\",\n    \"end_date\": \"2018-01\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"XAML\",\n      \"C#\",\n      \"Prism\",\n      \"SQLite\",\n      \"Azure Mobile Services\",\n      \"ASP.NET\",\n      \"Knockout.js\",\n      \"Bootstrap\",\n      \"Power BI\"\n    ],\n    \"outcomes\": [\n      \"Brought in over $2M in revenue\",\n      \"Improved quality of care for behavioral health patients\"\n    ],\n    \"position_id\": \"slalom-consulting-advanced-analytics-consultant-2015\",\n    \"project_type\": \"consulting\"\n  },\n  {\n    \"id\": \"widespread-panic-dirty-side-down\",\n    \"title\": \"Widespread Panic Album Production: Dirty Side Down\",\n    \"description\": \"Shadowed Grammy-nominated producer John Keane as he engineered, mixed, mastered, and produced the album. Prepared studio for recording sessions including microphone placement and guitar rigging. Setup, configured, and repaired musical instruments and equipment. Made the band comfortable.\",\n    \"url\": \"http://en.wikipedia.org/wiki/Dirty_Side_Down\",\n    \"start_date\": \"2010-01\",\n    \"end_date\": \"2010-05\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Pro Tools\",\n      \"Studio Recording\",\n      \"Audio Engineering\"\n    ],\n    \"outcomes\": [\n      \"Contributed to Widespread Panic album Dirty Side Down\"\n    ],\n    \"position_id\": \"john-keane-studios-engineering-intern-2009\",\n    \"project_type\": \"creative\"\n  },\n  {\n    \"id\": \"charlotte-startup-weekend-fitbloc\",\n    \"title\": \"Charlotte Startup Weekend Six: Team 'FitBloc'\",\n    \"description\": \"For the Sixth Charlotte Startup Weekend my team came up with the business model and wireframe behind FitBloc. The two original team members were skilled, driven, and full of energy. As the visionary, Ryan Cates pitched the idea. His passion, and the development background behind his partner, sold me immediately. The first problem we addressed: health information is increasingly difficult for the fitness community to navigate. The second problem: fitness professionals do not have a single tool-set for online marketing and branding. FitBloc is an online platform that brings the right information and resources to the right people when they need it.\",\n    \"url\": \"http://bit.ly/1lkVLwd\",\n    \"start_date\": \"2014-01\",\n    \"end_date\": \"2014-01\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Web Development\",\n      \"UX Design\"\n    ],\n    \"outcomes\": [\n      \"Developed business model and wireframe for FitBloc platform\"\n    ],\n    \"position_id\": null,\n    \"project_type\": \"hackathon\"\n  },\n  {\n    \"id\": \"logo-designs-workfoo\",\n    \"title\": \"Logo Designs for Workfoo\",\n    \"description\": \"A set of logos we designed for a startup named Workfoo. Workfoo Description - The primary goal behind Workfoo is to get work done. Workfoo facilitates the creation and realization of ideas. Workfoo Slogan - Are you ready for a new economy? A freelance meritocracy is inevitable. Workfoo Mission - 100% Employment.\",\n    \"url\": \"https://www.behance.net/gallery/16783423/Logo-Designs-for-Workfoo\",\n    \"start_date\": \"2010-07\",\n    \"end_date\": \"2010-09\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Graphic Design\"\n    ],\n    \"outcomes\": [\n      \"Delivered logo designs for startup\"\n    ],\n    \"position_id\": \"paul-prae-digital-strategy-consultant-2010\",\n    \"project_type\": \"creative\"\n  },\n  {\n    \"id\": \"workfoo\",\n    \"title\": \"Workfoo (backend is now FatFractal)\",\n    \"description\": \"My main task was to help build a web application that set out to facilitate: Making it trivially easy to find work and get paid. Building a support network for advancing an individual's skills and career through recommendations and experiences that are merit based. Creating a professional freelance network that uses open source tools and its people to collaboratively get work done. Building a perfect team that self-organizes around the technology. Providing shrink-wrapped terms and conditions that ensure trustful and low-risk transactions. My contributions to the company depended on the current priorities. These varied among tasks such as development prioritizing, designing the user interface, testing the software, creating marketing communications, branding, building a team, designing a profit model, partnering with the college scene, and more.\",\n    \"url\": \"http://fatfractal.com/\",\n    \"start_date\": \"2010-01\",\n    \"end_date\": \"2011-03\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Web Development\",\n      \"UI Design\"\n    ],\n    \"outcomes\": [\n      \"Built freelance network platform\"\n    ],\n    \"position_id\": \"paul-prae-digital-strategy-consultant-2010\",\n    \"project_type\": \"startup\"\n  },\n  {\n    \"id\": \"hci-tempus-fugit\",\n    \"title\": \"Human Computer Interaction Course Project: Tempus Fugit\",\n    \"description\": \"I took this class my Senior year in College. Human Computer Interaction is one of my favorite research areas and is still central to the work I do today. During the semester we primarily focused on one project: evaluate some computing-related task/problem, develop interface design alternatives for the task/problem, implement a prototype of your design, evaluate your design. The theme for this semester's projects was: Connecting to (*) You - exploring how technological innovation can help an individual become the person they want to be.\",\n    \"url\": \"http://www.behance.net/gallery/Coursework-Human-Computer-Interaction/13666849\",\n    \"start_date\": \"2011-01\",\n    \"end_date\": \"2011-04\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"HCI\",\n      \"Prototyping\",\n      \"User Research\"\n    ],\n    \"outcomes\": [\n      \"Completed HCI course project with user evaluation\"\n    ],\n    \"position_id\": null,\n    \"project_type\": \"academic\"\n  },\n  {\n    \"id\": \"echurchgive-tithing-app\",\n    \"title\": \"eChurchGive Tithing Application\",\n    \"description\": \"Led team as the project manager, designing and executing on all aspects of the application development life cycle. Collecting constant feedback from stakeholders, we developed daily iterations of an iOS application and a mobile web application. Built the web application with jQuery, Knockout.js, and FatFractal's NoServer. Contributed code to the native iPhone application.\",\n    \"url\": \"https://www.behance.net/gallery/eChurchGive-Mobile-Tithing-App/13677687\",\n    \"start_date\": \"2012-05\",\n    \"end_date\": \"2012-07\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"jQuery\",\n      \"Knockout.js\",\n      \"FatFractal\",\n      \"iOS\",\n      \"Mobile Web\"\n    ],\n    \"outcomes\": [\n      \"Delivered iOS and mobile web tithing application\"\n    ],\n    \"position_id\": \"paul-prae-digital-strategy-consultant-2010\",\n    \"project_type\": \"consulting\"\n  },\n  {\n    \"id\": \"student-studio-online\",\n    \"title\": \"Student Studio Online\",\n    \"description\": \"Architected a JavaScript-centric web application using Node.js, MongoDB, and Angular.js. Built several iterations of a project-based learning and content management system. Student Studio is building a solution that is out to help urban youth develop literacy, math, and science skills through music production and business development.\",\n    \"url\": \"http://mystudentstudio.com/\",\n    \"start_date\": \"2013-03\",\n    \"end_date\": \"2013-08\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Node.js\",\n      \"MongoDB\",\n      \"Angular.js\",\n      \"Drupal\",\n      \"Moodle\"\n    ],\n    \"outcomes\": [\n      \"Built project-based learning platform for urban youth\"\n    ],\n    \"position_id\": null,\n    \"project_type\": \"social-impact\"\n  },\n  {\n    \"id\": \"hackathon-clt-htcodelivery\",\n    \"title\": \"HACKATHON clt: Team HTCoDelivery\",\n    \"description\": \"First place submission for the Code category for HACKATHON clt. Engineered a Meteor application for a crowdsourced delivery system for Harris Teeter customers. Provided a data-backed business launch plan by implementing a map-reduce algorithm in combination with a k-means implementation to determine neighborhoods of most active shoppers. Processed 140+ million rows of purchase data using Apache Spark.\",\n    \"url\": \"https://github.com/praeducer/htcodelivery\",\n    \"start_date\": \"2015-03\",\n    \"end_date\": \"2015-03\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Meteor\",\n      \"Apache Spark\",\n      \"MapReduce\",\n      \"K-Means\"\n    ],\n    \"outcomes\": [\n      \"First place in Code category\",\n      \"Processed 140M+ rows of purchase data\"\n    ],\n    \"position_id\": null,\n    \"project_type\": \"hackathon\"\n  },\n  {\n    \"id\": \"ibm-watson-hackathon\",\n    \"title\": \"IBM Watson Hackathon\",\n    \"description\": \"We'd like to get out a little more, intellectually speaking. To make that happen, we wanted to show Red Ventures the value of cognitive computing by performing research at IBM's Watson Hackathon. We aimed to augment and optimize conversations between customers and sales professionals using natural language processing and the Watson Developer Cloud. More specifically, we set out to explore chat data and dig up insights.\",\n    \"url\": \"https://www.behance.net/gallery/27290319/IBM-Watson-Hackathon\",\n    \"start_date\": \"2015-05\",\n    \"end_date\": \"2015-05\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"IBM Watson\",\n      \"NLP\",\n      \"Cognitive Computing\"\n    ],\n    \"outcomes\": [\n      \"Demonstrated value of cognitive computing for sales optimization\"\n    ],\n    \"position_id\": \"red-ventures-software-engineer-2014\",\n    \"project_type\": \"hackathon\"\n  },\n  {\n    \"id\": \"predicting-film-roi\",\n    \"title\": \"Predicting the Features of a Film that Maximize ROI\",\n    \"description\": \"For a course titled, \\\"Big Data Analytics For Competitive Advantage\\\", we researched trends in the film industry and applied predictive analytics to determine which types of movies would yield the highest return on investment. We performed web mining, data processing, data analysis, and data visualization to make our final prediction. We used technologies like Python, R, Excel, and SAS in our work.\",\n    \"url\": \"https://github.com/praeducer/big-data-analytics-for-competitive-advantage\",\n    \"start_date\": \"2015-01\",\n    \"end_date\": \"2015-05\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Python\",\n      \"R\",\n      \"Excel\",\n      \"SAS\",\n      \"Web Mining\"\n    ],\n    \"outcomes\": [\n      \"Applied predictive analytics to film industry ROI\"\n    ],\n    \"position_id\": null,\n    \"project_type\": \"academic\"\n  },\n  {\n    \"id\": \"intro-azure-machine-learning\",\n    \"title\": \"An Introduction to Azure Machine Learning\",\n    \"description\": \"In this talk, we presented an overview of Azure Machine Learning, a fully managed cloud service that enables you to easily build, deploy, and share predictive analytics solutions. We started with the basics of machine learning and ended with a demo that used real world data.\",\n    \"url\": \"http://www.slideshare.net/PaulPrae/introduction-to-azure-machine-learning-60479597\",\n    \"start_date\": \"2016-03\",\n    \"end_date\": \"2016-05\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Azure Machine Learning\",\n      \"Predictive Analytics\"\n    ],\n    \"outcomes\": [\n      \"Delivered public presentation on Azure ML\"\n    ],\n    \"position_id\": \"slalom-consulting-advanced-analytics-consultant-2015\",\n    \"project_type\": \"presentation\"\n  },\n  {\n    \"id\": \"predicting-future-azure-ml\",\n    \"title\": \"Predicting the Future with Azure Machine Learning\",\n    \"description\": \"In this talk, I focus on supervised learning, a machine learning technique for performing predictive analytics. After introducing some vocabulary, I discuss the relationship between predictive analytics and machine learning. Next, I describe how you could use a classifier, such as a decision tree, to predict which passengers survived the sinking of the Titanic. Once the machine learning process is clear, I then talk about how Azure Machine Learning is an end-to-end data science solution. Finally, I demo an experiment that predicts the outcomes of patients who went through substance abuse treatment.\",\n    \"url\": \"http://www.slideshare.net/PaulPrae/predicting-the-future-with-azure-machine-learning\",\n    \"start_date\": \"2016-04\",\n    \"end_date\": \"2016-06\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Azure Machine Learning\",\n      \"Supervised Learning\",\n      \"Decision Trees\"\n    ],\n    \"outcomes\": [\n      \"Delivered presentation on supervised learning and Azure ML\"\n    ],\n    \"position_id\": \"slalom-consulting-advanced-analytics-consultant-2015\",\n    \"project_type\": \"presentation\"\n  },\n  {\n    \"id\": \"ai-everywhere-microsoft-democratizing-ai\",\n    \"title\": \"AI Everywhere: How Microsoft is Democratizing AI\",\n    \"description\": \"Microsoft has set a goal of democratizing AI, making it accessible and valuable to everyone. They're focused on building an AI stack spanning infrastructure, services, apps and agents. In this presentation, we learn how Microsoft's intelligent cloud solutions can help any organization become more proactive and differentiate themselves from intensifying competition. We will discuss: Microsoft's AI Strategy, Examples of AI in the Enterprise, The Cortana Intelligence Suite.\",\n    \"url\": \"http://www.slideshare.net/PaulPrae/ai-everywhere-how-microsoft-is-democratizing-ai-lightning-version\",\n    \"start_date\": \"2016-10\",\n    \"end_date\": \"2016-12\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Microsoft AI\",\n      \"Cortana Intelligence Suite\",\n      \"Azure\"\n    ],\n    \"outcomes\": [\n      \"Delivered presentation on Microsoft AI strategy\"\n    ],\n    \"position_id\": \"slalom-consulting-advanced-analytics-consultant-2015\",\n    \"project_type\": \"presentation\"\n  },\n  {\n    \"id\": \"azure-chatbot-service\",\n    \"title\": \"Azure as a Chatbot Service: From Purpose To Production With A Cloud Bot Architecture\",\n    \"description\": \"The tooling for building chatbots has exploded. Putting chatbots into production is now easier than ever. In this presentation, I focus on how you can use Azure Bot Service, Azure Search, and DocumentDB to create a scalable backend for your chatbot. By using a fully managed, serverless architecture with continuous deployment, you can get your chatbot up and running quickly.\",\n    \"url\": \"http://www.slideshare.net/PaulPrae/azure-as-a-chatbot-service-from-purpose-to-production-with-a-cloud-bot-architecture\",\n    \"start_date\": \"2017-01\",\n    \"end_date\": \"2017-04\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Azure Bot Service\",\n      \"Azure Search\",\n      \"DocumentDB\",\n      \"Serverless\"\n    ],\n    \"outcomes\": [\n      \"Delivered presentation on cloud bot architecture\"\n    ],\n    \"position_id\": \"slalom-consulting-advanced-analytics-consultant-2015\",\n    \"project_type\": \"presentation\"\n  },\n  {\n    \"id\": \"neona-chatbot\",\n    \"title\": \"Neona: A Chatbot for Learning AI\",\n    \"description\": \"Neona is a chat bot that helps people understand artificial intelligence. By interacting with her, you can explore concepts from across the field of artificial intelligence. By studying her design and architecture, you can learn how to build conversational agents.\",\n    \"url\": \"http://www.neona.chat/\",\n    \"start_date\": \"2016-10\",\n    \"end_date\": \"2020-12\",\n    \"status\": \"completed\",\n    \"technologies\": [\n      \"Conversational AI\",\n      \"Chatbot\",\n      \"NLP\"\n    ],\n    \"outcomes\": [\n      \"Built educational chatbot for learning AI concepts\"\n    ],\n    \"position_id\": null,\n    \"project_type\": \"side-project\"\n  }\n]",
      "tags": [
        "career",
        "projects"
      ]
    },
    {
      "category": "career",
      "title": "publications",
      "content": "[\n  {\n    \"id\": \"coinstac-vaults-federated-analysis\",\n    \"name\": \"Enhancing collaborative neuroimaging research: introducing COINSTAC Vaults for federated analysis and reproducibility\",\n    \"publisher\": \"Frontiers in Neuroinformatics\",\n    \"published_date\": \"2023-06\",\n    \"url\": \"https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2023.1207721/full\",\n    \"description\": \"Collaborative neuroimaging research is often hindered by technological, policy, administrative, and methodological barriers, despite the abundance of available data. COINSTAC (The Collaborative Informatics and Neuroimaging Suite Toolkit for Anonymous Computation) is a platform that successfully tackles these challenges through federated analysis, allowing researchers to analyze datasets without publicly sharing their data. This paper presents a significant enhancement to the COINSTAC platform: COINSTAC Vaults (CVs). CVs are designed to further reduce barriers by hosting standardized, persistent, and highly-available datasets, while seamlessly integrating with COINSTAC's federated analysis capabilities. CVs offer a user-friendly interface for self-service analysis, streamlining collaboration, and eliminating the need for manual coordination with data owners. Importantly, CVs can also be used in conjunction with open data as well, by simply creating a CV hosting the open data one would like to include in the analysis, thus filling an important gap in the data sharing ecosystem. We demonstrate the impact of CVs through several functional and structural neuroimaging studies utilizing federated analysis showcasing their potential to improve the reproducibility of research and increase sample sizes in neuroimaging studies.\"\n  },\n  {\n    \"id\": \"papers-on-cognitive-science\",\n    \"name\": \"Papers On Cognitive Science\",\n    \"publisher\": \"University of Georgia\",\n    \"published_date\": \"2012\",\n    \"url\": \"https://uga.academia.edu/PaulPrae\",\n    \"description\": \"A series of papers I wrote in pursuit of my Bachelor of Arts in Cognitive Science with a Focused Foundation in Artificial Intelligence (http://www.ai.uga.edu/) at The University of Georgia (http://www.uga.edu/).\"\n  }\n]",
      "tags": [
        "career",
        "publications"
      ]
    },
    {
      "category": "career",
      "title": "recommendations",
      "content": "[\n  {\n    \"id\": \"rec-rainsound-ai-2023\",\n    \"recommender_name\": \"XXX XXX\",\n    \"recommender_company\": \"rainsound.ai\",\n    \"recommender_title\": \"Machine Learning Engineer / Senior Software Engineer\",\n    \"text\": \"Paul is an incredible individual both professionally and personally. Working alongside them is not just productive but also genuinely enjoyable. I wholeheartedly recommend them for any team or project; you won't be disappointed.\",\n    \"date\": \"2023-10\",\n    \"themes\": [\n      \"character\",\n      \"collaboration\",\n      \"team-player\"\n    ]\n  },\n  {\n    \"id\": \"rec-milliman-intelliscript-2023\",\n    \"recommender_name\": \"XXX XXX\",\n    \"recommender_company\": \"Milliman IntelliScript\",\n    \"recommender_title\": \"Software Engineer\",\n    \"text\": \"I have worked with Paul on many projects over the years. He is an excellent engineer, technical project manager, and business leader. His expertise in the domains of AI, healthcare, and life sciences is second to none. Paul is an asset to any team he's a part of and I can't recommend him enough!\",\n    \"date\": \"2023-09\",\n    \"themes\": [\n      \"technical-expertise\",\n      \"leadership\",\n      \"domain-expertise\"\n    ]\n  },\n  {\n    \"id\": \"rec-hyperbloom-ai-2021\",\n    \"recommender_name\": \"XXX XXX\",\n    \"recommender_company\": \"hyperbloom AI\",\n    \"recommender_title\": \"Software Engineer / Enterprise Solutions Architect\",\n    \"text\": \"Paul is the kind of guy who inspires people. He's made his career in Cloud Architecture and Tech-stack consulting at the same time as integrating mental health and neuroscience into his career with the desire to help people. As a boss he's laid-back, funny, and a great mentor. Paul is fantastic at keeping us on track and makes sure he checks in on everyone regularly to make sure they know how great they're doing. Paul is not only the ideal boss but the best boss.\",\n    \"date\": \"2021-06\",\n    \"themes\": [\n      \"mentorship\",\n      \"leadership\",\n      \"character\"\n    ]\n  },\n  {\n    \"id\": \"rec-microsoft-2015\",\n    \"recommender_name\": \"XXX XXX\",\n    \"recommender_company\": \"Microsoft\",\n    \"recommender_title\": \"Sr. Cloud Solution Architect - Engineering\",\n    \"text\": \"Paul is an extremely intelligent and positive person to be around. His openness helps cultivate a low stress environment, which allows brainstorming to flow very freely and naturally during collaboration. Paul is never afraid to ask questions; he drills down into the details to make sure he really understands something inside and out. That, combined with his technical abilities, allows him to learn and perform at an exceptional level. He has the utmost concern with providing high quality deliverables and getting exactly the results needed for customers or any other task at hand. Paul was a great co-worker and is a great friend. I have no doubt that he will change the world wherever he goes.\",\n    \"date\": \"2015-10\",\n    \"themes\": [\n      \"collaboration\",\n      \"technical-expertise\",\n      \"character\"\n    ]\n  },\n  {\n    \"id\": \"rec-solo-io-2014\",\n    \"recommender_name\": \"XXX XXX\",\n    \"recommender_company\": \"solo.io\",\n    \"recommender_title\": \"Director WW RevOps\",\n    \"text\": \"Working with Paul is essentially working with your brightest friend every time you collaborate. He is an excellent leader able to communicate with diverse groups in order to deliver exceptional work. He is driven by an unlimited capacity for knowledge that, in turn, pushes those working with him to strive for greater understanding and professional growth. Aside from this, Paul is profoundly adept in the technical sense. He architects solutions with what seems like no barrier to entry regardless of sector. Moreover, he incorporates his skill-set into working behavior that permeates within the groups working with him. Paul is undoubtably one of the greatest professionals I have, or will ever know; I am pleased to have worked with him on Projects as a colleague and a friend.\",\n    \"date\": \"2014-09\",\n    \"themes\": [\n      \"leadership\",\n      \"technical-expertise\",\n      \"collaboration\"\n    ]\n  },\n  {\n    \"id\": \"rec-phox-and-phoe-2014\",\n    \"recommender_name\": \"XXX XXX\",\n    \"recommender_company\": \"Phox and Phoe Agency\",\n    \"recommender_title\": \"Principal Designer\",\n    \"text\": \"Paul is the perfect example of an individual striving to learn and grow professionally, and who is always willing to share his knowledge and experiences for the greater good of the project he is working on or team he is working with. At his core, Paul is someone who wants to leverage his skill set into ideas that have the power to change people's lives for the better. He is a giver, and will help out a friend or colleague without hesitation. I highly recommend Paul for any endeavor he pursues.\",\n    \"date\": \"2014-03\",\n    \"themes\": [\n      \"mentorship\",\n      \"character\",\n      \"collaboration\"\n    ]\n  },\n  {\n    \"id\": \"rec-ghost-marketing-2009\",\n    \"recommender_name\": \"XXX XXX\",\n    \"recommender_company\": \"Ghost Marketing\",\n    \"recommender_title\": \"Business Owner\",\n    \"text\": \"I have known Paul Prae in a variety of capacities for 2 almost 3 years. In addition, He is and has been a friend. He has always been someone I could share my goals with and someone I aspire to work more like. Paul is organized, efficient, extremely competent, and has an excellent rapport with people of all ages. His communication skills, both written and verbal, are excellent. In summary, I highly recommend Paul for any position or endeavor that he may seek to pursue especially in the music industry for that is his true passion. He will be a valuable asset for any organization. If you have any questions, please do not hesitate to contact me. Sincerely, Sean Simmons\",\n    \"date\": \"2009-04\",\n    \"themes\": [\n      \"character\",\n      \"communication\",\n      \"collaboration\"\n    ]\n  }\n]",
      "tags": [
        "career",
        "recommendations"
      ]
    },
    {
      "category": "career",
      "title": "skills",
      "content": "[\n  {\n    \"id\": \"artificial-intelligence\",\n    \"name\": \"Artificial Intelligence (AI)\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 13,\n    \"is_featured\": true,\n    \"related_skills\": [\n      \"machine-learning\",\n      \"generative-ai\",\n      \"large-language-models\",\n      \"multi-agent-systems\"\n    ]\n  },\n  {\n    \"id\": \"machine-learning\",\n    \"name\": \"Machine Learning\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 13,\n    \"is_featured\": true,\n    \"related_skills\": [\n      \"artificial-intelligence\",\n      \"mlops\",\n      \"predictive-analytics\",\n      \"natural-language-processing\"\n    ]\n  },\n  {\n    \"id\": \"generative-ai\",\n    \"name\": \"Generative AI\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"large-language-models\",\n      \"artificial-intelligence\"\n    ]\n  },\n  {\n    \"id\": \"large-language-models\",\n    \"name\": \"Large Language Models (LLM)\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"generative-ai\",\n      \"natural-language-processing\",\n      \"multi-agent-systems\"\n    ]\n  },\n  {\n    \"id\": \"mlops\",\n    \"name\": \"MLOps\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 5,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"machine-learning\",\n      \"cloud-computing\",\n      \"data-engineering\"\n    ]\n  },\n  {\n    \"id\": \"multi-agent-systems\",\n    \"name\": \"Multi-agent Systems\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 3,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"large-language-models\",\n      \"artificial-intelligence\"\n    ]\n  },\n  {\n    \"id\": \"natural-language-processing\",\n    \"name\": \"Natural Language Processing\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"machine-learning\",\n      \"cognitive-computing\",\n      \"large-language-models\"\n    ]\n  },\n  {\n    \"id\": \"cognitive-computing\",\n    \"name\": \"Cognitive Computing\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"artificial-intelligence\",\n      \"natural-language-processing\"\n    ]\n  },\n  {\n    \"id\": \"predictive-analytics\",\n    \"name\": \"Predictive Analytics\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"machine-learning\",\n      \"data-science\"\n    ]\n  },\n  {\n    \"id\": \"conversational-user-interfaces\",\n    \"name\": \"Conversational User Interfaces (CUI)\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 7,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"natural-language-processing\",\n      \"large-language-models\"\n    ]\n  },\n  {\n    \"id\": \"interactive-intelligence\",\n    \"name\": \"Interactive Intelligence\",\n    \"category\": \"ai_ml\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 5,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"artificial-intelligence\",\n      \"conversational-user-interfaces\"\n    ]\n  },\n  {\n    \"id\": \"aws-sagemaker\",\n    \"name\": \"AWS SageMaker\",\n    \"category\": \"cloud_platforms\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 6,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"cloud-computing\",\n      \"machine-learning\",\n      \"amazon-bedrock\"\n    ]\n  },\n  {\n    \"id\": \"amazon-bedrock\",\n    \"name\": \"Amazon Bedrock\",\n    \"category\": \"cloud_platforms\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 3,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"aws-sagemaker\",\n      \"cloud-computing\",\n      \"generative-ai\"\n    ]\n  },\n  {\n    \"id\": \"ecs-eks\",\n    \"name\": \"ECS/EKS\",\n    \"category\": \"cloud_platforms\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 5,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"cloud-computing\",\n      \"distributed-systems\"\n    ]\n  },\n  {\n    \"id\": \"azure-machine-learning\",\n    \"name\": \"Azure Machine Learning\",\n    \"category\": \"cloud_platforms\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"machine-learning\",\n      \"cloud-computing\",\n      \"microsoft-cognitive-services\"\n    ]\n  },\n  {\n    \"id\": \"microsoft-cognitive-services\",\n    \"name\": \"Microsoft Cognitive Services\",\n    \"category\": \"cloud_platforms\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"azure-machine-learning\",\n      \"natural-language-processing\"\n    ]\n  },\n  {\n    \"id\": \"cloud-computing\",\n    \"name\": \"Cloud Computing\",\n    \"category\": \"cloud_platforms\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"aws-sagemaker\",\n      \"azure-machine-learning\",\n      \"distributed-systems\"\n    ]\n  },\n  {\n    \"id\": \"python\",\n    \"name\": \"Python\",\n    \"category\": \"programming\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"machine-learning\",\n      \"data-science\"\n    ]\n  },\n  {\n    \"id\": \"javascript\",\n    \"name\": \"JavaScript\",\n    \"category\": \"programming\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 13,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"web-development\",\n      \"html\",\n      \"css\"\n    ]\n  },\n  {\n    \"id\": \"csharp\",\n    \"name\": \"C#\",\n    \"category\": \"programming\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 6,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"dotnet\",\n      \"powershell\"\n    ]\n  },\n  {\n    \"id\": \"cplusplus\",\n    \"name\": \"C++\",\n    \"category\": \"programming\",\n    \"proficiency\": \"intermediate\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"c\",\n      \"system-architecture\"\n    ]\n  },\n  {\n    \"id\": \"c\",\n    \"name\": \"C\",\n    \"category\": \"programming\",\n    \"proficiency\": \"intermediate\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"cplusplus\",\n      \"unix\"\n    ]\n  },\n  {\n    \"id\": \"java\",\n    \"name\": \"Java\",\n    \"category\": \"programming\",\n    \"proficiency\": \"intermediate\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"web-development\",\n      \"software-engineering\"\n    ]\n  },\n  {\n    \"id\": \"php\",\n    \"name\": \"PHP\",\n    \"category\": \"programming\",\n    \"proficiency\": \"intermediate\",\n    \"years_experience\": 3,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"web-development\",\n      \"mysql\"\n    ]\n  },\n  {\n    \"id\": \"sql\",\n    \"name\": \"SQL\",\n    \"category\": \"programming\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 13,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"microsoft-sql-server\",\n      \"mysql\",\n      \"postgresql\"\n    ]\n  },\n  {\n    \"id\": \"prolog\",\n    \"name\": \"Prolog\",\n    \"category\": \"programming\",\n    \"proficiency\": \"intermediate\",\n    \"years_experience\": 2,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"artificial-intelligence\",\n      \"cognitive-computing\"\n    ]\n  },\n  {\n    \"id\": \"dotnet\",\n    \"name\": \".NET\",\n    \"category\": \"programming\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 6,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"csharp\",\n      \"azure-machine-learning\"\n    ]\n  },\n  {\n    \"id\": \"microsoft-sql-server\",\n    \"name\": \"Microsoft SQL Server\",\n    \"category\": \"databases\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 6,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"sql\",\n      \"dotnet\"\n    ]\n  },\n  {\n    \"id\": \"mysql\",\n    \"name\": \"MySQL\",\n    \"category\": \"databases\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 5,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"sql\",\n      \"php\"\n    ]\n  },\n  {\n    \"id\": \"postgresql\",\n    \"name\": \"PostgreSQL\",\n    \"category\": \"databases\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"sql\",\n      \"data-engineering\"\n    ]\n  },\n  {\n    \"id\": \"neo4j\",\n    \"name\": \"Neo4j\",\n    \"category\": \"databases\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 2,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"postgresql\",\n      \"data-engineering\"\n    ]\n  },\n  {\n    \"id\": \"distributed-systems\",\n    \"name\": \"Distributed Systems\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"cloud-computing\",\n      \"system-architecture\"\n    ]\n  },\n  {\n    \"id\": \"system-architecture\",\n    \"name\": \"System Architecture\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"cloud-computing\",\n      \"distributed-systems\"\n    ]\n  },\n  {\n    \"id\": \"edge-computing\",\n    \"name\": \"Edge Computing\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 3,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"distributed-systems\",\n      \"cloud-computing\"\n    ]\n  },\n  {\n    \"id\": \"web3\",\n    \"name\": \"Web3\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 3,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"distributed-systems\",\n      \"edge-computing\"\n    ]\n  },\n  {\n    \"id\": \"apache-kafka\",\n    \"name\": \"Apache Kafka\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"distributed-systems\",\n      \"data-engineering\"\n    ]\n  },\n  {\n    \"id\": \"powershell\",\n    \"name\": \"PowerShell\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"csharp\",\n      \"windows-server\"\n    ]\n  },\n  {\n    \"id\": \"unix\",\n    \"name\": \"Unix\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"python\",\n      \"cloud-computing\"\n    ]\n  },\n  {\n    \"id\": \"windows-server\",\n    \"name\": \"Windows Server\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"powershell\",\n      \"sharepoint\"\n    ]\n  },\n  {\n    \"id\": \"microsoft-office\",\n    \"name\": \"Microsoft Office\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"sharepoint\"\n    ]\n  },\n  {\n    \"id\": \"html\",\n    \"name\": \"HTML\",\n    \"category\": \"web_development\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 13,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"css\",\n      \"javascript\",\n      \"web-development\"\n    ]\n  },\n  {\n    \"id\": \"css\",\n    \"name\": \"CSS\",\n    \"category\": \"web_development\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 13,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"html\",\n      \"javascript\",\n      \"web-development\"\n    ]\n  },\n  {\n    \"id\": \"web-development\",\n    \"name\": \"Web Development\",\n    \"category\": \"web_development\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 13,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"html\",\n      \"css\",\n      \"javascript\"\n    ]\n  },\n  {\n    \"id\": \"wordpress\",\n    \"name\": \"WordPress\",\n    \"category\": \"web_development\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"php\",\n      \"web-development\"\n    ]\n  },\n  {\n    \"id\": \"sharepoint\",\n    \"name\": \"SharePoint\",\n    \"category\": \"web_development\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 4,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"dotnet\",\n      \"powershell\",\n      \"windows-server\"\n    ]\n  },\n  {\n    \"id\": \"web-analytics\",\n    \"name\": \"Web Analytics\",\n    \"category\": \"web_development\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"seo\",\n      \"web-development\"\n    ]\n  },\n  {\n    \"id\": \"seo\",\n    \"name\": \"SEO\",\n    \"category\": \"web_development\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"web-analytics\",\n      \"web-development\",\n      \"marketing\"\n    ]\n  },\n  {\n    \"id\": \"healthcare\",\n    \"name\": \"Healthcare\",\n    \"category\": \"domain_healthcare\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": true,\n    \"related_skills\": [\n      \"electronic-health-records\",\n      \"clinical-decision-support\",\n      \"hipaa\"\n    ]\n  },\n  {\n    \"id\": \"electronic-health-records\",\n    \"name\": \"Electronic Health Records (EHR)\",\n    \"category\": \"domain_healthcare\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 5,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"healthcare\",\n      \"hipaa\"\n    ]\n  },\n  {\n    \"id\": \"clinical-decision-support\",\n    \"name\": \"Clinical Decision Support\",\n    \"category\": \"domain_healthcare\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 5,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"healthcare\",\n      \"electronic-health-records\"\n    ]\n  },\n  {\n    \"id\": \"hipaa\",\n    \"name\": \"U.S. Health Insurance Portability and Accountability Act (HIPAA)\",\n    \"category\": \"domain_healthcare\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"healthcare\",\n      \"data-privacy\",\n      \"data-protection\"\n    ]\n  },\n  {\n    \"id\": \"mental-health\",\n    \"name\": \"Mental Health\",\n    \"category\": \"domain_healthcare\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 6,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"neuroscience\",\n      \"healthcare\"\n    ]\n  },\n  {\n    \"id\": \"neuroscience\",\n    \"name\": \"Neuroscience\",\n    \"category\": \"domain_healthcare\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 6,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"neuroinformatics\",\n      \"mental-health\"\n    ]\n  },\n  {\n    \"id\": \"neuroinformatics\",\n    \"name\": \"Neuroinformatics\",\n    \"category\": \"domain_healthcare\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 3,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"neuroscience\",\n      \"genomics\"\n    ]\n  },\n  {\n    \"id\": \"genomics\",\n    \"name\": \"Genomics\",\n    \"category\": \"domain_healthcare\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 3,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"neuroinformatics\",\n      \"healthcare\"\n    ]\n  },\n  {\n    \"id\": \"entrepreneurship\",\n    \"name\": \"Entrepreneurship\",\n    \"category\": \"domain_business\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 13,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"strategic-planning\",\n      \"team-building\"\n    ]\n  },\n  {\n    \"id\": \"team-building\",\n    \"name\": \"Team Building\",\n    \"category\": \"domain_business\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"entrepreneurship\",\n      \"strategic-planning\"\n    ]\n  },\n  {\n    \"id\": \"strategic-planning\",\n    \"name\": \"Strategic Planning\",\n    \"category\": \"domain_business\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"entrepreneurship\",\n      \"team-building\"\n    ]\n  },\n  {\n    \"id\": \"financial-analysis\",\n    \"name\": \"Financial Analysis\",\n    \"category\": \"domain_business\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 5,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"strategic-planning\",\n      \"entrepreneurship\"\n    ]\n  },\n  {\n    \"id\": \"marketing\",\n    \"name\": \"Marketing\",\n    \"category\": \"domain_business\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"seo\",\n      \"web-analytics\"\n    ]\n  },\n  {\n    \"id\": \"career-development-coaching\",\n    \"name\": \"Career Development Coaching\",\n    \"category\": \"domain_business\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 3,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"team-building\",\n      \"entrepreneurship\"\n    ]\n  },\n  {\n    \"id\": \"data-science\",\n    \"name\": \"Data Science\",\n    \"category\": \"domain_data\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"machine-learning\",\n      \"predictive-analytics\",\n      \"data-governance\"\n    ]\n  },\n  {\n    \"id\": \"data-engineering\",\n    \"name\": \"Data Engineering\",\n    \"category\": \"domain_data\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": true,\n    \"related_skills\": [\n      \"data-science\",\n      \"sql\",\n      \"cloud-computing\"\n    ]\n  },\n  {\n    \"id\": \"data-governance\",\n    \"name\": \"Data Governance\",\n    \"category\": \"domain_data\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"data-privacy\",\n      \"data-protection\",\n      \"hipaa\"\n    ]\n  },\n  {\n    \"id\": \"data-privacy\",\n    \"name\": \"Data Privacy\",\n    \"category\": \"domain_data\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"data-governance\",\n      \"data-protection\",\n      \"hipaa\"\n    ]\n  },\n  {\n    \"id\": \"data-protection\",\n    \"name\": \"Data Protection\",\n    \"category\": \"domain_data\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 8,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"data-privacy\",\n      \"data-governance\",\n      \"cybersecurity\"\n    ]\n  },\n  {\n    \"id\": \"open-source-development\",\n    \"name\": \"Open-Source Development\",\n    \"category\": \"domain_data\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 5,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"software-engineering\",\n      \"open-source-software\"\n    ]\n  },\n  {\n    \"id\": \"open-source-software\",\n    \"name\": \"Open-Source Software\",\n    \"category\": \"domain_data\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 5,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"open-source-development\",\n      \"software-engineering\"\n    ]\n  },\n  {\n    \"id\": \"cybersecurity\",\n    \"name\": \"Cybersecurity\",\n    \"category\": \"domain_data\",\n    \"proficiency\": \"advanced\",\n    \"years_experience\": 6,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"data-protection\",\n      \"data-privacy\"\n    ]\n  },\n  {\n    \"id\": \"software-engineering\",\n    \"name\": \"Software Engineering\",\n    \"category\": \"technologies\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 13,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"web-development\",\n      \"system-architecture\",\n      \"distributed-systems\"\n    ]\n  },\n  {\n    \"id\": \"leadership\",\n    \"name\": \"Leadership\",\n    \"category\": \"leadership\",\n    \"proficiency\": \"expert\",\n    \"years_experience\": 10,\n    \"is_featured\": false,\n    \"related_skills\": [\n      \"team-building\",\n      \"strategic-planning\",\n      \"career-development-coaching\"\n    ]\n  }\n]",
      "tags": [
        "career",
        "skills"
      ]
    },
    {
      "category": "career",
      "title": "volunteering",
      "content": "[\n  {\n    \"id\": \"all-tech-is-human-mentor\",\n    \"organization\": \"All Tech Is Human\",\n    \"role\": \"Mentor - AI Ethics\",\n    \"cause\": \"humanRights\",\n    \"start_date\": \"2023-05\",\n    \"end_date\": \"2024-05\",\n    \"description\": \"All Tech Is Human brings together people, organizations, and ideas to tackle wicked tech & society issues and co-create a tech future aligned with the public interest. Our activities grow and strengthen the Responsible Tech ecosystem, which speeds up society's ability to consider the impacts of technology, leads to greater multistakeholder collaboration, and diversifies the backgrounds and disciplines involved in the process.\"\n  },\n  {\n    \"id\": \"aiaaic-advisor\",\n    \"organization\": \"AIAAIC\",\n    \"role\": \"Advisor - IT Strategy\",\n    \"cause\": \"civilRights\",\n    \"start_date\": \"2023-06\",\n    \"end_date\": \"2025-05\",\n    \"description\": \"AIAAIC (AI, Algorithmic, and Automation Incidents and Controversies) is an independent, non-partisan, public interest initiative that examines and makes the case for real AI, algorithmic, and automation transparency and openness. We believe that AI, algorithms, and automation, and the organisations and individuals involved in their design, development, and deployment, must be transparent, open, and honest about their aims and how they go about pursuing them.\"\n  },\n  {\n    \"id\": \"first-mentor\",\n    \"organization\": \"FIRST\",\n    \"role\": \"Mentor\",\n    \"cause\": \"scienceAndTechnology\",\n    \"start_date\": \"2013-09\",\n    \"end_date\": \"2015-08\",\n    \"description\": \"Realized the vision of a world where every student has the opportunity to be inspired by the excitement of hands-on STEM learning and knows the feeling of creating something with technology. Assisted team members with writing code to control robots in C++, Java, and Robot C. Provided assistance with the design and construction of the robots.\"\n  },\n  {\n    \"id\": \"nucis-space-volunteer\",\n    \"organization\": \"Nuci's Space\",\n    \"role\": \"Volunteer\",\n    \"cause\": \"socialServices\",\n    \"start_date\": \"2008-08\",\n    \"end_date\": \"2012-08\",\n    \"description\": \"I have done many things for them over the years. As a general volunteer: I advocated mental health issues through implementation of campus and community-wide events to raise awareness of emotional health and the associated stigma. I designed and participated in fundraising events whose proceeds provided physical and mental health-care to uninsured musicians. As a production manager, sound engineer, lighting engineer, and stage manager: I produced quality shows for 25-150 attendees. I setup all of the sound and musical equipment for the artists. I mixed the stage and front-of-house sound. I organized the performance throughout the evenings. I managed the volunteer staff. As a booking agent and promoter: I planed, acquired staff, booked the artists, and marketed for benefit concerts.\"\n  },\n  {\n    \"id\": \"wuog-radio-staff\",\n    \"organization\": \"WUOG 90.5 fm\",\n    \"role\": \"Operations and Local Music Staff\",\n    \"cause\": \"artsAndCulture\",\n    \"start_date\": \"2008-08\",\n    \"end_date\": \"2009-05\",\n    \"description\": \"Prepared and ran equipment for the studio and live shows. Reviewed work of local artists and connected with the local music scene.\"\n  },\n  {\n    \"id\": \"russell-library-assistant\",\n    \"organization\": \"Russell Library for Political Research and Studies\",\n    \"role\": \"Access and Outreach Assistant\",\n    \"cause\": \"civilRights\",\n    \"start_date\": \"2008-06\",\n    \"end_date\": \"2008-12\",\n    \"description\": \"Proponent of the library's goal to increase education in areas such as civil and political rights. Provided web development for the library's website while updating and organizing their database of digital records.\"\n  }\n]",
      "tags": [
        "career",
        "volunteering"
      ]
    },
    {
      "category": "content",
      "title": "message templates",
      "content": "{\n  \"effective_openings\": {\n    \"research_based\": \"I noticed your recent [article/post/achievement] about [specific topic]...\",\n    \"mutual_connection\": \"[Name] suggested I reach out regarding...\",\n    \"value_proposition\": \"With my experience in [specific area], I can help [company] achieve...\",\n    \"timely_relevance\": \"Given [company's] recent [announcement/initiative], my background in...\",\n    \"alumni_connection\": \"As a fellow [school] alum now in [industry], I...\"\n  },\n  \"compelling_closings\": {\n    \"specific_ask\": \"Would you be open to a brief 15-minute call next week to discuss...\",\n    \"value_offer\": \"I'd be happy to share insights on [specific topic] if helpful...\",\n    \"next_step\": \"I'll follow up next [day] unless I hear otherwise...\",\n    \"gratitude\": \"Thank you for considering my request. I look forward to...\",\n    \"availability\": \"I'm available [specific times] if you'd like to connect...\"\n  },\n  \"credibility_builders\": {\n    \"quantified_achievement\": \"Led a team that increased [metric] by [percentage]...\",\n    \"relevant_experience\": \"In my role at [similar company], I successfully...\",\n    \"industry_knowledge\": \"Having worked in [industry] for [years], I understand...\",\n    \"specific_skills\": \"My expertise in [technical skill] enabled me to...\",\n    \"recognition\": \"Recognized for [achievement] by [organization]...\"\n  },\n  \"response_templates\": {\n    \"interview_thank_you\": {\n      \"timing\": \"Within 24-48 hours\",\n      \"structure\": [\n        \"Gratitude\",\n        \"Specific reference from conversation\",\n        \"Reiterate interest and fit\",\n        \"Next steps\"\n      ],\n      \"length\": \"150-250 words\"\n    },\n    \"rejection_response\": {\n      \"timing\": \"Within 48 hours\",\n      \"structure\": [\n        \"Gratitude\",\n        \"Request for feedback\",\n        \"Express continued interest\",\n        \"Connection request\"\n      ],\n      \"length\": \"100-150 words\"\n    },\n    \"follow_up_cadence\": {\n      \"application_submitted\": \"1 week\",\n      \"post_interview\": \"24-48 hours thank you, 1 week follow-up\",\n      \"networking_outreach\": \"Initial → 1 week → 2 weeks → monthly\",\n      \"no_response\": \"After 2 attempts, wait 3 months\"\n    }\n  }\n}",
      "tags": [
        "content",
        "message-templates"
      ]
    },
    {
      "category": "content",
      "title": "platform constraints",
      "content": "{\n  \"linkedin\": {\n    \"connection_request\": {\n      \"character_limit\": 300,\n      \"best_practices\": [\n        \"Personalize with specific detail\",\n        \"Mention mutual connection or interest\",\n        \"Clear value proposition\"\n      ]\n    },\n    \"message\": {\n      \"character_limit\": 1300,\n      \"best_practices\": [\n        \"Hook in first sentence\",\n        \"Break up text with paragraphs\",\n        \"Include clear CTA\"\n      ]\n    },\n    \"inmail\": {\n      \"character_limit\": 1900,\n      \"subject_limit\": 200,\n      \"best_practices\": [\n        \"Compelling subject line\",\n        \"Establish credibility early\",\n        \"Specific request\"\n      ]\n    }\n  },\n  \"email\": {\n    \"subject_line\": {\n      \"character_limit\": 50,\n      \"best_practices\": [\n        \"Action-oriented\",\n        \"Specific benefit\",\n        \"Avoid spam triggers\"\n      ]\n    },\n    \"body\": {\n      \"recommended_length\": \"150-300 words\",\n      \"best_practices\": [\n        \"Mobile-optimized formatting\",\n        \"Scannable structure\",\n        \"Single clear CTA\"\n      ]\n    }\n  },\n  \"application_forms\": {\n    \"text_fields\": {\n      \"typical_limit\": \"150-500 words\",\n      \"best_practices\": [\n        \"Answer the exact question\",\n        \"Use keywords from job description\",\n        \"Quantify when possible\"\n      ]\n    },\n    \"cover_letter_upload\": {\n      \"typical_limit\": \"1 page\",\n      \"best_practices\": [\n        \"PDF format\",\n        \"Professional formatting\",\n        \"Match resume style\"\n      ]\n    }\n  }\n}",
      "tags": [
        "content",
        "platform-constraints"
      ]
    },
    {
      "category": "content",
      "title": "writing formulas",
      "content": "[\n  {\n    \"id\": \"star_method\",\n    \"name\": \"STAR Method\",\n    \"structure\": \"Situation → Task → Action → Result\",\n    \"usage\": \"Interview responses, cover letters, achievement descriptions\",\n    \"example\": \"When [situation], I was tasked with [task]. I [action], which resulted in [quantified outcome].\"\n  },\n  {\n    \"id\": \"problem_agitate_solve\",\n    \"name\": \"Problem Agitate Solve\",\n    \"structure\": \"Identify Problem → Explain Impact → Present Solution\",\n    \"usage\": \"Cover letters, value propositions, LinkedIn messages\",\n    \"example\": \"I understand [company] is facing [challenge]. This can impact [consequences]. My experience in [relevant area] can help by [solution].\"\n  },\n  {\n    \"id\": \"aida_model\",\n    \"name\": \"AIDA Model\",\n    \"structure\": \"Attention → Interest → Desire → Action\",\n    \"usage\": \"All outreach messages, email subjects, connection requests\",\n    \"example\": \"[Attention-grabbing opening]. [Interesting detail]. [Why they should care]. [Specific next step].\"\n  },\n  {\n    \"id\": \"before_after_bridge\",\n    \"name\": \"Before After Bridge\",\n    \"structure\": \"Current State → Desired State → How to Get There\",\n    \"usage\": \"Networking messages, interview answers, cover letters\",\n    \"example\": \"Currently, [problem]. Imagine instead [ideal scenario]. With my background in [expertise], I can help bridge that gap by [specific approach].\"\n  }\n]",
      "tags": [
        "content",
        "writing-formulas"
      ]
    },
    {
      "category": "strategy",
      "title": "audience frameworks",
      "content": "[\n  {\n    \"audience_type\": \"hiring_managers\",\n    \"primary_concerns\": [\n      \"Can they do the job?\",\n      \"Will they fit our culture?\",\n      \"How quickly can they contribute?\"\n    ],\n    \"messaging_focus\": \"Specific achievements, relevant experience, immediate value\",\n    \"preferred_length\": \"150-300 words for initial outreach\",\n    \"key_elements\": [\n      \"Quantified achievements\",\n      \"Industry knowledge\",\n      \"Problem-solving examples\"\n    ]\n  },\n  {\n    \"audience_type\": \"recruiters\",\n    \"primary_concerns\": [\n      \"Do they match the requirements?\",\n      \"Are they actively looking?\",\n      \"Will they accept our range?\"\n    ],\n    \"messaging_focus\": \"Clear qualifications, availability, flexibility\",\n    \"preferred_length\": \"100-200 words for initial contact\",\n    \"key_elements\": [\n      \"Keyword alignment\",\n      \"Availability timeline\",\n      \"Location flexibility\"\n    ]\n  },\n  {\n    \"audience_type\": \"hr_representatives\",\n    \"primary_concerns\": [\n      \"Do they meet basic requirements?\",\n      \"Are they professional?\",\n      \"Will they complete the process?\"\n    ],\n    \"messaging_focus\": \"Professionalism, compliance, responsiveness\",\n    \"preferred_length\": \"Follow their specified formats exactly\",\n    \"key_elements\": [\n      \"Complete information\",\n      \"Timely responses\",\n      \"Professional formatting\"\n    ]\n  },\n  {\n    \"audience_type\": \"potential_colleagues\",\n    \"primary_concerns\": [\n      \"Would I want to work with them?\",\n      \"What can I learn from them?\",\n      \"How can we help each other?\"\n    ],\n    \"messaging_focus\": \"Shared interests, mutual value, collaborative spirit\",\n    \"preferred_length\": \"100-250 words for networking\",\n    \"key_elements\": [\n      \"Common ground\",\n      \"Genuine interest\",\n      \"Value exchange\"\n    ]\n  },\n  {\n    \"audience_type\": \"alumni_connections\",\n    \"primary_concerns\": [\n      \"How can I help a fellow alum?\",\n      \"Is this worth my time?\",\n      \"What's our connection?\"\n    ],\n    \"messaging_focus\": \"Shared experience, specific ask, gratitude\",\n    \"preferred_length\": \"150-200 words\",\n    \"key_elements\": [\n      \"School connection\",\n      \"Specific question\",\n      \"Respectful request\"\n    ]\n  }\n]",
      "tags": [
        "strategy",
        "audience-frameworks"
      ]
    },
    {
      "category": "strategy",
      "title": "career objectives",
      "content": "{\n  \"current_focus\": {\n    \"projects\": [\n      \"Hyperbloom\",\n      \"Modular Earth\",\n      \"Open Source Software\"\n    ],\n    \"career_objectives\": [\n      \"Build financial security\",\n      \"Community impact\",\n      \"Continuous learning\"\n    ],\n    \"learning_objectives\": [\n      \"Improve presentation skills\",\n      \"Learn sustainable living practices\",\n      \"Develop emotional intelligence alongside technical skills\",\n      \"Learn to lead with empathy and inclusivity\"\n    ]\n  },\n  \"objectives_by_category\": {\n    \"financial\": [\n      \"Achieve financial freedom\",\n      \"Achieve debt freedom within 2-3 years\",\n      \"Build substantial retirement savings by mid-40s\"\n    ],\n    \"career\": [\n      \"Accelerate career growth and ensure job security\",\n      \"Secure employment aligned with career goals\",\n      \"Build local professional networks\"\n    ],\n    \"family\": [\n      \"Support family financial needs as primary earner\",\n      \"Maintain strong family relationships\",\n      \"Plan for children's education expenses\"\n    ],\n    \"entrepreneurship\": [\n      \"Position for starting own businesses by age 45 (2031)\",\n      \"Own multiple profitable businesses\",\n      \"Generate multiple passive income streams\"\n    ],\n    \"lifestyle\": [\n      \"Travel and attend more cultural events\"\n    ]\n  },\n  \"short_term\": [\n    \"Make money\",\n    \"Learn drums\"\n  ],\n  \"long_term\": [\n    \"Raise confident children\",\n    \"Empower others\",\n    \"Social change through tech\",\n    \"Leave positive legacy\",\n    \"Family travel\",\n    \"Creative satisfaction\",\n    \"Community connections\",\n    \"Inspire through content\"\n  ],\n  \"legacy\": [\n    \"Mentorship impact\",\n    \"Confident children\",\n    \"Empowerment through resources\",\n    \"Democratized opportunities\"\n  ]\n}",
      "tags": [
        "strategy",
        "career-objectives"
      ]
    },
    {
      "category": "strategy",
      "title": "job search",
      "content": "{\n  \"target_roles\": {\n    \"primary\": [\n      \"Director of AI\",\n      \"Head of AI\",\n      \"AI Engineering Manager\",\n      \"Principal AI Engineer\",\n      \"Staff AI Engineer\",\n      \"Solutions Architect\",\n      \"Chief Architect\",\n      \"Senior Cloud Architect\",\n      \"Senior Pre-Sales Engineer\",\n      \"Lead Open Source Software Developer\"\n    ],\n    \"note\": \"Open to other roles that align with skills and experience\"\n  },\n  \"target_industries\": {\n    \"primary\": [\n      \"Healthcare\",\n      \"Mental Health\",\n      \"HealthTech\",\n      \"Life Sciences\",\n      \"Neuroscience\",\n      \"Biotech\",\n      \"Financial Services\",\n      \"Decentralized Finance (DeFi)\",\n      \"FinTech\",\n      \"Energy\"\n    ]\n  },\n  \"target_audience\": {\n    \"titles\": [\n      \"Executives\",\n      \"CEOs\",\n      \"CTOs\",\n      \"CISOs\",\n      \"CIOs\",\n      \"CFOs\",\n      \"COOs\",\n      \"Presidents\",\n      \"Vice Presidents\",\n      \"Directors\",\n      \"Managers\",\n      \"Chief Architects\",\n      \"Senior Data Scientists\",\n      \"Founders\",\n      \"Executive Recruiters\"\n    ]\n  },\n  \"job_preferences\": {\n    \"compensation\": {\n      \"annual_salary\": 200000,\n      \"bonus\": 25000,\n      \"total_compensation\": 225000,\n      \"currency\": \"USD\"\n    },\n    \"employment_type\": \"Full-time\",\n    \"location_preferences\": \"within 25 miles of Buford, GA or Atlanta, GA, United States\",\n    \"work_arrangements\": [\n      \"On Site\",\n      \"Hybrid\"\n    ]\n  },\n  \"core_skills_by_category\": {\n    \"ai_and_ml\": [\n      \"AI\",\n      \"AI infrastructure\",\n      \"AI governance\",\n      \"machine learning\",\n      \"MLOps\",\n      \"natural language processing\",\n      \"generative AI\",\n      \"conversational interface design\"\n    ],\n    \"data_and_analytics\": [\n      \"data science\",\n      \"data engineering\",\n      \"data governance\",\n      \"data protection\",\n      \"data privacy\"\n    ],\n    \"infrastructure_and_cloud\": [\n      \"cloud computing\",\n      \"edge computing\",\n      \"IT operations\"\n    ],\n    \"emerging_technologies\": [\n      \"Web3\",\n      \"blockchain\"\n    ],\n    \"software_development\": [\n      \"open source software development\",\n      \"software and data architecture\"\n    ],\n    \"leadership_and_management\": [\n      \"leadership\",\n      \"technical project management\",\n      \"partnership development\",\n      \"pre-sales engineering\"\n    ]\n  }\n}",
      "tags": [
        "strategy",
        "job-search"
      ]
    },
    {
      "category": "strategy",
      "title": "target market",
      "content": "{\n  \"target_companies\": [\n    \"NVIDIA\",\n    \"Microsoft\",\n    \"Amazon Web Services\",\n    \"Google\",\n    \"Anthropic\",\n    \"Perplexity\",\n    \"Cursor\",\n    \"Mistral\",\n    \"Arine\",\n    \"Booz Allen Hamilton\",\n    \"Slalom Consulting\",\n    \"Humana\",\n    \"BlueCross BlueShield\",\n    \"Equifax\",\n    \"Cox Enterprises\",\n    \"NCR\",\n    \"Accenture\",\n    \"Deloitte\"\n  ],\n  \"target_industries\": [\n    \"Healthcare\",\n    \"Mental Health\",\n    \"HealthTech\",\n    \"Life Sciences\",\n    \"Neuroscience\",\n    \"Biotech\",\n    \"Financial Services\",\n    \"Decentralized Finance (DeFi)\",\n    \"FinTech\",\n    \"Energy\",\n    \"Cloud Computing\",\n    \"AI Infrastructure\",\n    \"Enterprise Software\",\n    \"Open Source Technology\",\n    \"Consulting and Professional Services\"\n  ],\n  \"positioning_statement\": \"Principal AI Engineer and Architect with 13+ years delivering enterprise AI, ML, and data solutions across healthcare, life sciences, and financial services for Fortune 500 companies. Combines deep technical expertise in AI infrastructure and cloud architecture with a proven track record of building scalable systems that drive measurable business outcomes.\",\n  \"competitive_advantages\": [\n    \"Drives innovation that serves human flourishing\",\n    \"Combines deep technical expertise in AI/ML with healthcare domain knowledge\",\n    \"Proven track record of building AI infrastructure that scales from startup to enterprise level\",\n    \"Balances technical depth with business acumen and human empathy\",\n    \"Fortune 500 and enterprise delivery track record at AWS, Microsoft, and Slalom\",\n    \"Full-stack capability spanning data engineering, ML systems, and cloud infrastructure\",\n    \"Healthcare domain expertise across Arine, BCBS, Humana, and Booz Allen Hamilton\",\n    \"Advocates for responsible AI development that prioritizes data privacy, human welfare, and equity\",\n    \"Democratizes access to wealth-building opportunities through open source technology and mentorship\"\n  ]\n}",
      "tags": [
        "strategy",
        "target-market"
      ]
    }
  ]
}