AI for Good: Transforming Communities GoodSam Podcast • Inspiring Hope with Douglas Liles

A.I. Powered Hope with Douglas Liles
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AI for Good: Transforming Communities GoodSam Podcast • Inspiring Hope with Douglas Liles

🌟 GoodSam: Where AI Meets Social Impact | Journey into the world of transformative technology changing lives and communities. Each episode explores groundbreaking AI innovations in healthcare, education, and sustainability, featuring tech visionaries and community leaders. From ethical AI to smart cities, discover how artificial intelligence is building a more equitable world. Perfect for innovators, changemakers, and anyone passionate about tech for good. Get exclusive insights on green tech, digital transformation, and grassroots innovations that matter. #AIForGood #TechForChange #GreenTech

  1. 2025 Florida Water Legislation: Critical Bills & Their Impacts- Week 8

    26 APR

    2025 Florida Water Legislation: Critical Bills & Their Impacts- Week 8

    2025 Florida Water Legislation: Critical Bills & Their Impacts Florida's legislature is considering several bills with significant implications for water quality, infrastructure, and natural resources. This analysis highlights the most impactful proposals and their potential consequences. Core Legislative Themes Balancing Mandates with Local Capacity: New statewide requirements raise concerns about unfunded mandates for smaller jurisdictionsInfrastructure & Resilience Financing: Proposals explore innovative funding mechanisms for water infrastructure and resilience projectsLocal Control Challenges: Several bills may limit local authority or centralize functions currently managed locallyProgram Protection: Legislation aims to safeguard critical programs for flood insurance, post-storm recovery, and water qualityKey Bills & Recommendations SB 810: Stormwater Management Systems Impact: Mandates all MS4 systems inspect and maintain outfalls and ponds, potentially creating unfunded mandates that delay other water quality improvements. Critical Needs: Add phased compliance timeline aligned with DEP rule scheduleAppropriate $10M for small-system grants pilotHB 739: Sanitary & Storm-Water Standards Impact: Aligns infrastructure with state standards but may preempt stricter local rules, potentially hampering innovative communities. Critical Needs: Preserve local authority to implement higher standardsInsert language protecting more stringent local water-quality standardsSB 1316: Resilience District Act Impact: Creates new financing tools for floodwalls, green infrastructure, and stormwater retrofits without relying on state grants. Critical Needs: Add explicit authority to issue green bondsEnable leveraging of SWFWMD/DEP revolving-loan matchesHB 1535: Emergencies Omnibus (NFIP & Debris) Impact: Protects National Flood Insurance Program eligibility (covering 1.7M policies) and improves post-storm debris management. Critical Needs: Appropriate $2M for county CRS coordinators to preserve NFIP discountsSB 110: Rural Communities "Rural Renaissance" Impact: Provides reclaimed-water and wastewater grants for rural counties, particularly those on septic-to-sewer timelines. Critical Needs: Lower local match requirements to 10% for counties under 75K populationCreate in-kind services credit optionsSB 986/HB 973: Soil & Water District Abolition Impact: Eliminates local districts that currently deliver BMP cost-shares and farmer education that reduce nutrient runoff. Critical Needs: Commission impact study before dissolutionDelay effective date to July 2026 pending OPPAGA assessmentHB 7033: Tourist-Development Tax Overhaul Impact: Redirects bed-tax revenue from beach renourishment to property-tax relief, potentially jeopardizing $60B in coastal property. Critical Needs: Exempt existing TDT pledges for beach renourishmentRequire replacement revenue source before repealInterconnected Impacts The combined effect of increased mandates (SB 810) plus loss of funding sources (HB 7033) creates significant financial challenges for local governments. Resilience Districts (SB 1316) or pending stormwater user-fee bills may provide alternative funding mechanisms. Conclusion While these bills offer potential benefits through standardized practices, innovative funding mechanisms, and program enhancements, several raise significant concerns about unfunded mandates, preemption of local authority, and loss of vital funding for environmental protection. Stakeholder input and careful consideration of long-term impacts will be crucial as these bills progress through the legislative process to ensure Florida's water resources are protected while supporting sustainable development

    14 min
  2. Unlocking Oracle: How AI Startups Can Cash in the Cloud

    14 APR

    Unlocking Oracle: How AI Startups Can Cash in the Cloud

    AI startups seeking to partner with Oracle and earn commissions from AI solutions on Oracle Cloud Infrastructure (OCI) should join the Oracle PartnerNetwork (OPN). This program offers various tracks like Build, Sell, and Service, each with different requirements and benefits, including access to resources, training, and potential co-selling. Achieving specific AI/Machine Learning expertise through certifications and demonstrated customer success is crucial for partnership. Furthermore, signing the Cloud Service Distribution Addendum enables commission earning through reselling Oracle Cloud services. The Oracle for Startups program provides additional advantages such as cloud credits, mentoring, and access to a broader network. By fulfilling these steps, AI startups can establish a profitable collaboration with Oracle.

    17 min

  3. 7 APR

    Point Preserve Tech Campus Housing

    Proposal for Northwest Florida State College Participation in Point Preserve Tech Campus Housing Overview: We propose a partnership between Northwest Florida State College (NWFSC) and Point Preserve to expand student housing options with a tech-centric campus living environment. This initiative builds on NWFSC’s commitment to enhancing student experiences and aligns with the college’s strategic goals for technological innovation and student success. Key Benefits: Addressing Housing Demand:Point Preserve will supplement existing on-campus housing, accommodating the growing student population and improving access to modern living facilities.Technological Integration:The project aligns with NWFSC’s focus on advanced technology, offering smart living features and high-speed internet to support students in tech-related programs.Enhancing Student Success:Point Preserve will provide a conducive environment for academic achievement, with study lounges, collaborative spaces, and proximity to campus resources.Supporting Workforce Development:The project creates a tech-forward living-learning community, preparing students for the modern workforce and fostering relationships with local industries.Community and Industry Engagement:By integrating with the local community and tech startups, Point Preserve can serve as a hub for internships, mentorships, and collaborative projects, enhancing regional economic development.Sustainability and Security:Incorporating eco-friendly designs and advanced safety measures, the project aligns with NWFSC’s values of environmental stewardship and student well-being.Strategic Alignment: Point Preserve complements NWFSC’s strategic vision by expanding access to quality housing, supporting student retention, and reinforcing the college’s reputation for innovation. This partnership presents a unique opportunity to create a modern, tech-focused campus environment that benefits students, faculty, and the community. Provision for Faculty Engagement: We propose involving Dr. Devin Stephenson from Florida Polytech as part of this agreement. Dr. Stephenson, along with other Polytech professors, will participate in sabbatical programs at Point Preserve, teaching NWFSC students best practices in cybersecurity. This initiative will enrich the curriculum and provide students with cutting-edge knowledge and skills, fostering a collaborative academic environment between institutions. Conclusion: We believe that partnering with Point Preserve will provide NWFSC with a strategic advantage in attracting and retaining students, fostering academic excellence, and strengthening community ties. We look forward to discussing this proposal further and exploring how this collaboration can support the college’s long-term goals. Next Steps: Schedule a meeting to discuss the proposal in detail.Provide a comprehensive financial and operational plan.Collaborate with NWFSC stakeholders to incorporate feedback and tailor the project to the college’s needs.We are excited about the potential of this collaboration and the positive impact it will have on the NWFSC community. Doug Liles

    5 min
  4. Pilot episode 1 Save Our Bay! -

    2 APR · VIDEO

    Pilot episode 1 Save Our Bay! -

    Real time biosensors streamed live in too deep learning cloud workflow to solve previously unsolvable stormwater quality problems. # water quality #Stormwater #AI #CollectiveEffect #ActiveStormwaterManagement #BioSwells #Nature-basedSolutions #FloridaResilience #Nft #Web3.0  #Cryptocurrency #DAO

    7 min

  5. 8 JAN

    DeepSeek V3: Cost-Effective AI Outperforming Tech Giants

    DeepSeek V3 represents a paradigm shift in large language models (LLMs), delivering performance comparable to top-tier models like GPT-4 and Claude 3.5 at a fraction of the cost. With a groundbreaking training cost of just $5.5 million—compared to the typical $100+ million for similar models—DeepSeek V3 demonstrates that cutting-edge AI doesn't require massive resources. Key Innovations The model's efficiency stems from several architectural breakthroughs: Mixture-of-Experts (MoE): From its 671 billion parameters, only 37 billion are activated per token, dramatically reducing computational demands. The system dynamically routes tokens to the most relevant "experts" based on context. Multi-Head Latent Attention (MLA): By compressing keys and values into a lower-dimensional latent space, MLA enables faster processing and reduced memory usage. Auxiliary-Loss-Free Load Balancing: Dynamic bias adjustment ensures even workload distribution among experts without requiring auxiliary loss functions. FP8 Mixed Precision: This optimization enhances speed and memory efficiency without sacrificing accuracy. Performance and Deployment DeepSeek V3 completed training in approximately two months using 2.788 million H800 GPU hours, achieving 60 tokens per second during inference. The model supports various hardware platforms, including H800 GPUs, AMD MI300X, Huawei Ascend, and Intel Gaudi2. The integration of Low-Rank Adaptation (LoRA) enables domain-specific fine-tuning without full model retraining. Popular inference tools such as DeepSeek-Infer Demo, LMDeploy, TensorRT-LLM, and vLLM are all supported, facilitating easy production deployment. Applications Across Industries The model's versatility enables applications across multiple sectors: Healthcare: EHR processing, clinical decision support Finance: Risk assessment, fraud detection Research: Academic paper analysis Education: Tutoring systems (MMLU score ~88.5) Software Development: Code generation, documentation Open-Source Impact By making DeepSeek V3 open-source, its developers have democratized access to powerful AI, enabling researchers, small businesses, and hobbyists to innovate without massive budgets. This approach accelerates development across fields and challenges the traditional corporate-controlled AI paradigm. Future Development The roadmap includes enhancements to: Compression techniques Routing strategies Caching systems API capabilities Fine-tuning tools Significance DeepSeek V3's importance stems from three key factors: Cost-Effectiveness: It delivers top-tier performance with minimal resource requirements, challenging the assumption that advanced AI requires enormous budgets. Accessibility: Its open-source nature creates a collaborative environment that accelerates AI development. Versatility: Wide-ranging deployment options and applications make it valuable across numerous industries. Conclusion DeepSeek V3 exemplifies a new paradigm in AI development where efficiency, accessibility, and collaboration take center stage. By providing powerful AI capabilities to a broader user base, it accelerates innovation across sectors and paves the way for more inclusive AI development. This success challenges the status quo of exclusive access to advanced AI, suggesting a future where cutting-edge technology is available to all who wish to innovate. Douglas Liles

    14 min

  6. 3 JAN

    Starlight Unleashed - Merging GNoME and the MQ Chip for Infinite Energy

    Executive Summary This proposal outlines an innovative approach to accelerating nuclear fusion development by combining Google DeepMind's GNoME AI system with the MQ quantum chip. This integration aims to overcome key challenges in fusion research through advanced materials discovery and plasma simulations, operating under a public-benefit model to ensure global impact. The Energy Challenge and Fusion Solution The world faces an urgent need to transition from fossil fuels, which drive climate change and create geopolitical instability. While renewable energy sources offer partial solutions, they face limitations in energy density and scalability. Nuclear fusion emerges as a promising alternative, offering the potential for nearly limitless clean energy through the same process that powers the sun. However, achieving practical fusion requires overcoming significant technical hurdles, particularly in developing materials that can withstand extreme conditions and maintaining stable plasma states. Technological Integration GNoME, developed by Google DeepMind, revolutionizes materials discovery by combining deep neural networks with evolutionary algorithms. It excels at predicting material properties and identifying promising candidates for fusion reactor components, even with limited experimental data. The MQ chip complements this capability by providing quantum-enhanced simulations of atomic-scale interactions and plasma physics. This hybrid quantum-classical platform enables unprecedented accuracy in modeling fusion processes. The integration of these technologies creates a powerful workflow: GNoME identifies promising materials, while the MQ chip conducts detailed quantum simulations to validate and refine these predictions. This iterative process, informed by real-world testing, dramatically accelerates the development cycle. The system learns from each iteration, continuously improving its predictive capabilities and simulation accuracy. Global Impact and Implementation The successful implementation of this integrated approach could transform global energy production. By providing clean, sustainable energy at scale, it would help address climate change while promoting economic development in energy-scarce regions. The public-benefit model ensures that advances benefit humanity broadly rather than serving narrow corporate interests. Key attributes of this initiative include: Accelerated Research: Compression of decades of traditional fusion research into years Clean Energy Production: Minimal radioactive waste and no risk of meltdowns Universal Access: Democratic distribution of technological advances Sustainable Development: Support for global economic growth without environmental degradation The combination of GNoME and the MQ chip represents a paradigm shift in fusion research, moving from empirical trial-and-error to data-driven optimization. This systematic approach, coupled with a commitment to public benefit, establishes a framework for achieving practical fusion power while ensuring equitable access to its benefits. Conclusion The integration of GNoME and the MQ chip offers a promising path toward achieving practical nuclear fusion. By combining advanced AI-driven materials discovery with quantum-enhanced simulations, this initiative addresses key technical challenges while maintaining a focus on global benefit. Success would revolutionize energy production, supporting sustainable development and environmental preservation for future generations.

    17 min

  7. 1 JAN

    M Quantum: The Next Evolution in Computing

    Welcome to GPN Tech Frontiers. Today we're diving into what could be the biggest leap in computing since the transistor - Apple's proposed M Quantum chip. Imagine if your iPhone could solve problems that would take today's supercomputers thousands of years. That's the promise of Apple's proposed M Quantum chip, which combines regular computing (like what's in your phone now) with quantum computing (the kind of mind-bending physics that Einstein called "spooky"). Traditional quantum computers are incredibly fragile - they're like trying to balance a pencil on its tip during an earthquake. Apple's approach uses something called "topological protection" - think of it like putting that pencil in a protective case. This means their quantum bits (qubits) are naturally protected from errors, similar to how your AirPods automatically connect to your iPhone without glitches. Speed: Certain tasks that take hours could be done in seconds AI Revolution: Machine learning could become dramatically more powerful Energy Efficiency: Despite its power, it could use less energy than current systems Reliability: Unlike other quantum computers, this one could work without constant error corrections The magic lies in a system called PITTS (Protected Integration of Topological and Traditional Systems). It's like having a universal translator between the quantum and classical computing worlds, allowing them to work together seamlessly. Healthcare: Drug discovery that currently takes years could happen in weeks Climate: Complex climate models could run in real-time Finance: Portfolio optimization could happen instantly Security: Currently unbreakable encryption could become possible If successful, this wouldn't just be another incremental improvement in computing - it would be like jumping from morse code to smartphones in one leap. Apple's approach could make quantum computing practical and accessible, moving it from research labs to our everyday devices. The M Quantum represents a bold attempt to bring quantum computing into the mainstream. By combining Apple's expertise in consumer electronics with cutting-edge quantum physics, they're not just trying to build a better computer - they're trying to redefine what computing means. This has been GPN Tech Frontiers. Next week, we'll explore... The Big PictureWhat Makes It Special?Why Should We Care?The Secret SauceReal-World ImpactLooking AheadThe Bottom Line

    15 min

  8. 20/12/2024

    Swarm Intelligence and Renewable Energy

    case study showcasing the Swarm Energy Management System (SEMS), a nature-inspired AI solution for optimizing renewable energy microgrids.  SEMS, modeled on the self-organizing behavior of ant colonies,solved the problem of uneven energy distribution in Point Preserve's solar-powered microgrid, resulting in a 40% increase in energy efficiency and a 25% extension of battery lifespan. The case study serves as a blueprint for startups, highlighting the potential of bio-inspired AI to address real-world energy challenges, and for investors, emphasizing the financial and environmental returns of sustainable, scalable technologies. The document concludes by suggesting broader applications of swarm intelligence in various sectors, positioning it as a model for future renewable energy innovation.

    10 min
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About

🌟 GoodSam: Where AI Meets Social Impact | Journey into the world of transformative technology changing lives and communities. Each episode explores groundbreaking AI innovations in healthcare, education, and sustainability, featuring tech visionaries and community leaders. From ethical AI to smart cities, discover how artificial intelligence is building a more equitable world. Perfect for innovators, changemakers, and anyone passionate about tech for good. Get exclusive insights on green tech, digital transformation, and grassroots innovations that matter. #AIForGood #TechForChange #GreenTech

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