Technology News
LAW.co Offers Custom, Private LLM Deployments for Lawyers and Law Firms, Enhancing Client Privacy and Security
LAW.co , a leading provider of legal AI solutions for lawyers and law firms , today announced the launch of its custom private LLM deployment services, designed specifically for law firms and legal departments that require maximum data security, strict confidentiality, and full control over their AI workflows. As courts, regulators, and clients increasingly scrutinize the use of public AI tools, LAW.co’s new offering enables legal teams to deploy secure, proprietary large language models—hosted privately, tailored to their practice areas, and engineered to meet the highest standards of data privacy and compliance. These deployments allow attorneys to integrate AI into research, summarization, drafting, discovery, intake, and contractual review workflows without the risk of exposing privileged information to third-party systems. “Law firms can’t afford to send client data into public AI tools that treat every prompt as a training opportunity,” said Nate Nead, CEO of LAW.co. “Attorneys need airtight privacy controls, local or hybrid hosting options, audit trails, and the ability to fine-tune models on their own internal knowledge systems. Our private LLM deployments give law firms the power of AI without compromising confidentiality, ethics, or regulatory compliance.” Private LLMs Purpose-Built for Legal Use Cases LAW.co’s custom deployments support multiple hosting environments—including on-premises, air-gapped servers, private cloud, or hybrid GPU clusters—ensuring firms have complete ownership and visibility over all data entering and exiting the system. The platform integrates securely with case management systems, document repositories, PACER data, internal briefs, prior contracts, and firm-specific templates. Firms can fine-tune models to their exact practice areas, whether corporate, litigation, real estate, tax, employment, IP, or family law. “Legal work hinges on nuance, precedent, and precision,” noted Samuel Edwards, CMO of LAW.co. “When a model can be fine-tuned on a firm’s actual cases, motions, contracts, and internal knowledge libraries, it delivers far more accurate, context-aware outputs. And because these deployments operate privately, everything stays within the firm’s control—no leaks, no data harvesting, no risk.” With advanced retrieval-augmented generation (RAG) pipelines, the system can securely search and reason over millions of firm documents instantly, allowing attorneys to generate summaries, draft motions, identify risks, or locate relevant precedents in seconds. Solving the Industry’s Biggest AI Barrier: Confidentiality For many firms, the greatest fear around AI is not performance—it’s liability. LAW.co's solution addresses the full suite of risks that prevent legal teams from adopting generative AI at scale: Data never leaves the firm’s infrastructure Zero data used for external training Granular access controls, encryption, and user permissions Full audit logs for compliance and chain-of-custody requirements Option for fully offline or air-gapped deployment Integration with existing DMS, CRM, and casework systems This gives firms the ability to automate research, reduce contract review time, accelerate due diligence, and enhance client deliverables without violating professional responsibilities. “General counsels and managing partners consistently tell us the same thing,” said Timothy Carter, CRO of LAW.co. “They’re ready to use AI, but they won’t expose sensitive client information to public models—ever. Our private LLM deployments eliminate that roadblock completely. This is the infrastructure firms need to implement AI without compromising ethics, privacy, or client trust.” Designed for Firms of Every Size—From Solo Attorneys to AmLaw 100 LAW.co’s private LLM deployments can scale based on a firm’s needs: Solo and small firms can leverage dedicated private cloud instances Mid-sized firms can deploy hybrid on-prem/private cloud nodes Large firms can install fully isolated, GPU-accelerated clusters behind their firewall Corporate legal departments can integrate with enterprise systems and compliance tooling Firms may also bring their own data models, leverage open-source architectures, or adopt LAW.co’s recommended model stack. LAW.co provides full implementation, ongoing support, security hardening, and continuous improvement to keep models aligned with evolving legal guidelines. A Foundation for the Future of Legal AI As generative AI becomes deeply embedded in legal workflows—from intake to discovery to trial preparation—LAW.co aims to provide the most secure, customizable, and future-proof infrastructure available. “We’re building the backbone for the next era of legal work,” added CEO Nate Nead. “Attorneys want the speed and efficiency of AI, but they refuse to compromise client confidentiality. This solution is designed to meet the highest ethical standards of the profession while giving firms a genuine competitive edge.” About LAW.co LAW.co provides next-generation AI solutions for lawyers, law firms, and legal professionals. Specializing in private LLM deployments, secure AI workflows, and legal-specific AI automation, LAW.co helps firms modernize operations while maintaining the highest standards of confidentiality, data protection, and ethical compliance. The company supports organizations ranging from solo practitioners to Fortune 500 in-house legal teams.
WEB.DEV.co Reinvents Custom Web Development by Integrating AI for Speed, Design Quality & Scalability
Chitiz Tayal Receives a 2025 Global Recognition Award for Accelerating Patient Access to Therapies
Chitiz Tayal Receives a 2025 Global Recognition Award for a Metadata-Driven Platform That Accelerates Patient Access to Critical Therapies
- November 21, 2025Technology
Sanketh Nelavelli Wins a 2025 Global Recognition Award for Excellence in Cloud DevOps Leadership and Innovation
Sanketh Nelavelli , a trailblazer in Cloud DevOps engineering, has been awarded the 2025 Global Recognition Award for his distinguished achievements in enterprise cloud transformation. With nearly a decade of experience optimizing infrastructure for global enterprises—including United Airlines, Capital One Financial Services, Western Union, and State Auto Insurance—Nelavelli has demonstrated visionary leadership and deep technical expertise that have reshaped how industries leverage the cloud. Photo Courtesy of Sanketh Nelavelli Nelavelli's recognition stems from his demonstrated excellence in leadership, service, research, and innovation within the information technology sector. As an AWS Professional Certified Solutions Architect, Sanketh Nelavelli brings proven expertise in cloud technology. This industry-recognized credential affirms his command of scalable, secure, and high-impact cloud solutions. His certified leadership has driven measurable business value and enhanced user experiences across high-stakes aviation, financial services, and insurance sectors. Aviation Industry Acceleration Through Automated Deployment At United Airlines, Sanketh Nelavelli led the modernization of legacy enterprise applications by migrating them to the AWS Cloud, adopting containerization technologies such as Amazon ECS-Fargate, and Amazon EKS. He engineered end-to-end deployment orchestration through Harness, enabling faster release cycles and significantly improving server responsiveness compared to the legacy infrastructure it replaced. Leveraging observability tools like Datadog and Dynatrace, Nelavelli transformed incident response into a rapid, seamless process, drastically reducing customer-facing disruptions. His intelligent infrastructure design allowed systems to scale dynamically in real time, effectively managing peak travel surges while minimizing resource overhead during low-traffic periods. The result was greater reliability, improved cost efficiency, and a resilient digital experience. Nelavelli’s cloud transformation initiative elevated technical performance and aligned closely with enterprise objectives around cost optimization, regulatory compliance, and customer satisfaction. By collaborating across cross-functional teams—including security, DevOps, and application development—he ensured that every migration phase adhered to industry best practices and internal governance standards. His leadership played a pivotal role in enabling United Airlines to adopt a more agile, scalable, and innovation-driven infrastructure—laying a strong foundation for long-term digital resilience and competitiveness in the travel industry. Financial Services Innovation Through Zero-Downtime Architecture Nelavelli led the cloud-based overhaul of Capital One’s deployment infrastructure for the third-party Bridger Insight XG platform—a mission-critical compliance solution used for monitoring and preventing fraudulent activities across millions of daily financial background checks. By designing and hosting the solution in the cloud, he enabled seamless system upgrades and environment migrations with zero downtime—an exceptional feat in the financial sector. The implementation also minimized false positives to unprecedented levels, marking a transformative leap forward in fraud detection and regulatory compliance. Through parallel production environments and intelligent deployment strategies, the system met stringent regulatory mandates—including AML, KYC, and OFAC—while significantly improving customer experience through faster loan processing. This innovation empowered fraud investigators to focus on genuine threats, resulting in substantial operational efficiencies and expanded consumer financial access. Insurance Sector Modernization and Customer Access Nelavelli transformed legacy insurance workflows into a modern, cloud-based auto insurance quote platform at State Auto Insurance Company, making insurance services more accessible to a broad customer base. The system now handles a high volume of quote requests while safeguarding sensitive financial and personal data through advanced encryption and access controls. Powered by containerization, the platform delivers consistent, high-performance service—even during peak demand—across both web and mobile channels. He also implemented a streamlined CI/CD process that enabled faster, more reliable software updates, ensuring a smooth customer experience with minimal service interruptions. By replacing traditional in-person and phone-based quoting methods, the solution significantly accelerated response times while upholding the highest security and compliance standards. The resulting architecture illustrates how innovation and regulation can successfully align to expand digital access to essential insurance services. Measurable Impact and Industry Recognition Sanketh Nelavelli's cloud engineering initiatives have delivered consistently exceptional and measurable outcomes, establishing him as a transformative force in enterprise technology. His architectural strategies have accelerated deployment velocity, enabling organizations to surpass industry benchmarks in delivering new features and innovations. Through intelligent automation and precise resource orchestration, he significantly reduced infrastructure expenditures while sustaining near-continuous service uptime—a testament to his expertise in designing resilient, high-availability systems. His efforts also led to markedly faster incident response times, substantially minimizing customer-facing disruptions and reinforcing operational continuity. These achievements reflect not only technical mastery but also a deep understanding of business imperatives and user-centric outcomes. At Western Union, Nelavelli led a paradigm shift by orchestrating the migration from conventional logging systems to a fully integrated ELK (Elasticsearch, Logstash, Kibana) observability stack. This initiative redefined operational visibility and established a new gold standard for infrastructure monitoring. His strategic enablement of teams—through comprehensive documentation, knowledge transfer programs, and DevOps best practices—ensured scalable adoption of cloud-native methodologies, leaving a durable organizational impact well beyond implementation. Scholarly Leadership and Industry Recognition In recognition of his visionary leadership and technological innovation, Nelavelli was honored with the 2025 TITAN Silver Award in Cloud Technology. This accolade affirms his capacity to drive systemic transformation in highly regulated sectors through a unique convergence of technical depth, foresight, and executional excellence. Nelavelli has distinguished himself as a visionary leader in cloud computing and DevOps through his impactful portfolio of peer-reviewed publications in respected journals and international conferences, including his notable research in DevOps Assistants The Rise of AI Co-Pilots in Cloud Infrastructure Management. His scholarly work explores the transformative role of automation, container orchestration, and AI in shaping the future of enterprise cloud operations, while offering practical frameworks that have influenced industry best practices. His most recent research underscores his expertise in applying serverless and container-based architectures to enhance scalability, security, and operational efficiency—contributions that reinforce his reputation as both a practitioner and innovator driving forward the evolution of cloud infrastructure. "Cloud technology continues reshaping our world, and the key is understanding how these solutions serve real human needs," Nelavelli emphasized. "Whether preventing fraudulent financial activities, ensuring reliable travel bookings, or providing accessible insurance protection, technology must deliver tangible value that improves people's lives while maintaining the highest security and compliance standards." His unique combination of technical expertise and strategic implementation continues to set standards for cloud innovation excellence across multiple industries. "Sanketh Nelavelli represents the caliber of innovative leadership that drives meaningful technological advancement," observed Alex Sterling from the Global Recognition Awards. "His ability to deliver solutions that serve business objectives and human needs exemplifies the transformative potential of cloud technology when applied with expertise and vision." The recognition highlights how cloud technology innovation can address complex challenges while creating opportunities for growth and prosperity across aviation, financial services, and insurance sectors. About Global Recognition Awards Global Recognition Awards is an international organization that recognizes exceptional companies and individuals who have significantly contributed to their industry.
- November 21, 2025Technology
Transportation Technology Leader Amreshwara Chary Suroju Earns 2025 Global Recognition Award for Enterprise Development Contributions
Amreshwara Chary Suroju received the 2025 Global Recognition Award for his outstanding contributions to advancing enterprise applications in the transportation sector and shaping international technical standards through his leadership and mentorship. He led the development of the Smart Collaborative Transportation Platform, an AI and IoT-powered system that revolutionized logistics through automation, predictive analytics, and real-time intelligence. By architecting robust and scalable frameworks, he optimized shipment scheduling, delivery tracking, and inventory management, ensuring seamless coordination among all stakeholders. His integration of open source and proprietary technologies further enhanced the platform’s stability, scalability, and reliability, setting new benchmarks for innovation in transportation management. Rigorous Evaluation Validates Technical Excellence The Global Recognition Awards utilized the Rasch model in their evaluation process, which measures candidate performance through linear scaling across multiple categories, ensuring objective comparisons on a global scale. This mathematical approach allowed reviewers to validate Suroju's ability to translate complex business demands into advanced technical systems that exceed conventional engineering standards. The structured assessment confirmed his multidomain expertise across enterprise application development, technical leadership, and problem-solving methodologies. The comprehensive evaluation framework demonstrated how Suroju's performance against distinguished candidates worldwide reflects his capabilities in creating sophisticated technical solutions. His work consistently demonstrates technical excellence, converting intricate business requirements into advanced frameworks that drive organizational success. The objective assessment methodology ensured recognition of his achievements while maintaining the highest professional standards throughout the rigorous selection process. Architectural Innovation Drives Global Platform Success Central to Suroju's distinction is his role as a technology leader, where his implementation of microservices architecture, leveraging architectural innovation, AI/ML, and cloud-based transaction systems, improved system resilience and performance. The design anticipated growth and changing requirements while delivering cost savings and performance metrics that exceeded industry standards. His architecture-enhanced system scalability, achieved through independent component maintenance, enables the system to adapt to growing business demands across multiple international markets. Suroju's integration of critical third-party systems, including Zuora billing, WorldPay, and Adyen payment processors, required technical understanding across multiple platforms and complex inter-system communication protocols. His implementation of monitoring and error handling mechanisms minimized service disruptions while ensuring system stability during partial outages of integrated components. By applying test-driven development and failure mode analysis, his comprehensive quality assurance strategy achieved $7 million in cost savings and a 60% reduction in production downtime, setting new organizational standards for system reliability. Leadership Excellence Transforms Organizational Culture Suroju demonstrated leadership capabilities through his mentorship of development teams and creation of technical standards adopted across multiple projects throughout the organization. His leadership philosophy empowered team members to take ownership of their responsibilities while maintaining high-quality and performance standards, cultivating continuous learning environments. The formalized solution methodologies he developed ensured alignment between technical implementation and business objectives through regular design walkthroughs that engaged stakeholders across architecture, development, and business teams. His ability to bridge communication gaps between technical and non-technical stakeholders enabled more effective decision-making processes and strategic alignment throughout complex project lifecycles. Collaboration with user interface and user experience teams resulted in intuitive interfaces that enhanced customer experience while maintaining technical sophistication and system performance standards. Strategic work with database administrators optimized system performance through targeted query optimization and materialized view implementation, demonstrating his comprehensive understanding of enterprise-level technical architecture. Industry Impact Creates New Professional Standards The international scale of Suroju's impact, particularly through the Smart Collaborative Transportation Platform, which serves thousands of users worldwide, demonstrates his capabilities in delivering solutions that exceed expectations and influence industry practices. His Senior IEEE membership, combined with his practical achievements in architecting mission-critical systems, positions him as a trusted authority in enterprise application development. These credentials validate his expertise while reinforcing his influence on industry standards and best practices across the transportation technology sector. Global Recognition Awards spokesperson Alex Sterling acknowledged the significance of his contributions, stating, "Amreshwara Chary Suroju's ability to convert complex technical challenges into scalable solutions while mentoring the next generation of technical talent represents the engineering leadership standard the organization seeks to celebrate. His 2025 Global Recognition Award acknowledges technical contributions and impact on advancing industry standards while promoting innovation excellence throughout the Transportation technology landscape." The recognition validates Suroju's role in shaping the future of transportation technology development through its commitment to technical excellence and mentorship of emerging professionals who will continue to advance these critical innovations. About Global Recognition Awards The Global Recognition Awards is an international organization that recognizes outstanding companies and individuals who have made significant contributions to their respective industries.
- November 21, 2025Technology
Amreshwara Chary Suroju Wins a 2025 Global Recognition Award for Advancing Enterprise Architecture in Transportation Technology
Transportation technology leader Amreshwara Chary Suroju has been awarded a 2025 Global Recognition Award for his significant contributions to enterprise application development and technical leadership within the transportation sector. The recognition highlights his outstanding achievements in designing scalable architectures for the Smart Collaborative Transportation Platform, which successfully supports thousands of users across multiple countries worldwide. His innovative work demonstrates world-class technical excellence that exceeds conventional engineering boundaries while creating new industry standards for transportation technology solutions. Photo Courtesy of Amreshwara Chary Suroju The rigorous evaluation process utilized the Rasch model to create precise linear measurements across categories, allowing fair comparison of his exceptional performance against other distinguished candidates globally. This objective assessment methodology ensured the recognition of his remarkable capabilities in converting complex business requirements into sophisticated technical solutions that enhance enterprise operations. The comprehensive evaluation framework validated his expertise across multiple domains while maintaining the highest professional assessment standards. Architectural Innovation And Enterprise Solutions Suroju's work as a technology leader to develop the Smart Collaborative Transportation Platform demonstrates his ability to translate intricate business requirements into advanced technical frameworks that drive organizational success. By implementing a microservices architecture that integrates architectural innovation, AI/ML, and cloud-based transaction systems, he significantly enhanced system resilience and performance, enabling scalable, maintainable components that adapt seamlessly to evolving business needs. The architecture's forward-thinking design anticipated growth and changing requirements while delivering significant cost savings and performance metrics that consistently exceeded industry standards. His seamless integration of critical third-party systems, including Zuora billing, WorldPay, and Adyen payment processors, required deep technical understanding across multiple platforms and complex inter-system communication protocols. Suroju implemented error handling and monitoring mechanisms that ensured system stability even during partial outages of integrated components, directly contributing to enhanced customer satisfaction and streamlined business operations. His comprehensive approach to quality assurance, integrating test-driven development and failure mode analysis, delivered $7 million in savings and reduced production downtime by 60%, establishing new organizational benchmarks for system reliability. Leadership Excellence And Cross-Functional Collaboration Suroju demonstrated exceptional leadership capabilities through his mentorship of development teams and creation of technical standards adopted across multiple projects throughout the organization. His leadership philosophy empowered team members to take ownership of their responsibilities while maintaining strict quality and performance standards, creating continuous learning and professional development environments. The formalized solution methodologies he developed guaranteed seamless alignment between technical implementation and business objectives through regular design walkthroughs that engaged stakeholders across architecture, development, and business teams. His considerable ability to bridge communication gaps between technical and non-technical stakeholders allowed more effective decision-making processes and strategic alignment throughout complex project lifecycles. Collaboration with user interface and user experience teams resulted in intuitive interfaces that significantly enhanced customer experience while maintaining technical sophistication and system performance standards. His strategic work with database administrators optimized system performance through targeted query optimization and the implementation of materialized views, demonstrating his comprehensive understanding of enterprise-level technical architecture. Industry Impact And Professional Recognition The international scale of Suroju's impact, particularly through the global service portal serving users worldwide, demonstrates his world-class capabilities in delivering solutions that consistently exceed expectations and influence industry practices. His Senior IEEE membership, along with his practical achievements in architecting mission-critical systems, establishes him as a trusted authority in enterprise application development. These credentials validate his expertise and establish his influence on industry standards and best practices across the transportation technology sector. Global Recognition Awards spokesperson Alex Sterling acknowledged the significance of Amreshwara Chary Suroju's contributions, stating, "Amreshwara Chary Suroju's remarkable ability to convert complex technical challenges into scalable solutions while mentoring the next generation of technical talent represents the standard of engineering leadership that Global Recognition Awards seeks to celebrate." His 2025 Global Recognition Award acknowledges his outstanding technical contributions and profound impact on advancing industry standards while promoting excellence in innovation. The recognition validates his role in shaping the future of transportation technology development through his commitment to technical excellence and mentorship of emerging professionals. About Global Recognition Awards The Global Recognition Awards is an international organization that recognizes outstanding companies and individuals who have made significant contributions to their respective industries.
- November 21, 2025Technology
Ranjith Rajasekharan Receives a 2025 Global Recognition Award for AI-Driven Enterprise Data Infrastructure Innovation
Ranjith Rajasekharan , Senior Technology Leader and Data and Cloud Architect at a multinational information technology consulting and outsourcing company, has been honored with a 2025 Global Recognition Award for his work in enterprise data infrastructure. The recognition acknowledges nearly two decades of technical leadership that have redefined reliability, security, and performance standards for systems serving millions of Americans across healthcare, banking, and telecommunications sectors. His work demonstrates innovation in areas where technological advancements directly address national priorities in healthcare data integrity and cyber resilience. Photo Courtesy of Ranjith Rajasekharan The award follows a rigorous assessment process in which shortlisted applicants underwent evaluation using the Rasch model. This method creates a linear measurement scale, enabling precise comparisons between candidates who excel in different areas. Rajasekharan's recognition stems from documented excellence across multiple innovation metrics, including the novelty of technical solutions, market impact, technological advancements, and adoption rates. These achievements place him among the top practitioners in his field while demonstrating measurable contributions to enterprise technology. Engineering Systems That Protect Millions Rajasekharan leads modernization and governance initiatives for cloud-native data platforms, supporting over 1.8 million health insurance members and 60,000 healthcare providers nationwide. His Enterprise Data Modernization and AI-Driven Analytics Platform has consolidated legacy environments while introducing predictive analytics for real-time healthcare operations. The program delivered 70 percent faster data-pipeline performance, improved system uptime from 92 percent to 99.9 percent, and reduced annual infrastructure costs by 35 percent across multiple operational domains. His technical frameworks ensure continuous compliance with HIPAA, SOC 2, and related regulatory standards governing healthcare data protection at enterprise scale. The platform's AI-based fraud-detection models increased accuracy by 25 percent while preventing annual losses of $8 million to $10 million through near real-time analytics across millions of claims records. These systems operate at a scale where even minor improvements in reliability or security translate to significant protection for patient information and continuity of healthcare delivery across diverse provider networks. The technical architecture ensures operational resilience as it processes massive transaction volumes, supporting critical healthcare services for communities across the nation. Innovation That Reshapes Industry Practice Rajasekharan created an AI-driven automation layer that predicts workload behavior, optimizes Oracle Exadata configurations, and orchestrates database migrations with near-zero downtime, while improving transaction performance by a factor of three. The framework reduced operating costs by 40 percent through intelligent resource allocation and optimization strategies that adapt to changing business requirements. Oracle featured the work in its Internal Innovation Showcase as a model for enterprise modernization, with portions of the automation code subsequently open-sourced for adoption by engineers and organizations globally. His Enterprise Disaster Recovery and Business Continuity Initiative aligned corporate resilience practices with ISO 22301, NIST SP 800-34, and SOC 2 standards through automated failover orchestration and backup validation, resulting in a 60 percent reduction in recovery time. The framework protects $2 million annually in potential revenue loss by ensuring continuous system availability for critical business services, while maintaining data integrity during operational disruptions. The methodology now serves as a company-wide reference for disaster recovery testing and readiness assessment, extending its influence beyond individual projects to organizational standards that govern enterprise resilience planning. Final Words Ranjith Rajasekharan holds a Master's degree in Information Technology and a Bachelor's degree in Software Systems, complemented by certifications including Oracle Cloud Infrastructure Architect, Oracle Autonomous Database Specialist, AWS Solution Architect, and Microsoft Azure Certified Engineer. His technical credentials support leadership of programs where execution must balance innovation with regulatory compliance and operational stability across healthcare and financial services sectors. The combination of advanced degrees and vendor-specific expertise enables him to architect solutions that leverage current capabilities while maintaining the security and reliability standards required for mission-critical infrastructure. Alex Sterling, spokesperson for Global Recognition Awards, remarked, "Ranjith Rajasekharan demonstrates how technical excellence translates to real-world impact through AI-driven frameworks that optimize systems and protect healthcare data for millions of Americans while establishing new standards for reliability and cost efficiency that other organizations now follow. His work exemplifies the caliber of innovation recognized through the Global Recognition Awards, as it addresses fundamental challenges in data infrastructure while delivering quantifiable improvements in system performance, security, and operational efficiency. The recognition acknowledges his role in advancing data infrastructure practices that strengthen national digital infrastructure while creating methodologies that extend beyond individual implementations to influence industry-wide standards." About Global Recognition Awards Global Recognition Awards is an international organization that recognizes exceptional companies and individuals who have significantly contributed to their industry.
- November 21, 2025Technology
Technology CEO's Participation On 2025 CO Business School Panel Announced
MOST Programming announced that Marina Johnson, the company's Chief Executive Officer, served as a distinguished panelist at the University of Colorado Business School's 2025 Business Leaders Annual Edge event. Johnson joined five other recognized technology business leaders to address critical questions about artificial intelligence and generative AI for graduate and undergraduate students pursuing technology careers. The panel consisted of: Darius Alavi - VP, Software Development & Programming Operations, Charter Communications Marina Johnson - CEO, Data Analytics, AI & Custom Software Development Company Frances Matthews, Executive Producer, The Business of Colorado, PBS12 Chris Peppler - VP, Platform, Trimble, Inc. Amanda Sorensen - SVP, Business Information Security Office, Bank of America Christian Winward - CIO, First Bank Moderator: Cynthia A. Wright - Principal, Cyber Strategy & Policy, MITRE Corporation More information is available at https://www.most-us.com/business-leader-with-an-edge-colorado As artificial intelligence reshapes the technology arena, the panel explored pressing concerns for emerging professionals, including AI literacy for both technical and non-technical leaders, understanding AI capabilities and limitations, the evolving threat of AI-powered attacks and deepfakes, and the critical AI and cybersecurity skills and mindsets essential in modern technology roles. Students asked questions such as “How important is it for non-technical leaders to understand AI capabilities and limitations?”, “What level of AI literacy do you expect from leadership?”, and “How has the threat landscape evolved with AI-powered attacks and deepfakes?”. The originally scheduled two-hour panel was extended due to overwhelming interest during the question-and-answer period, demonstrating the relevance of these topics for future technology professionals. "Your current knowledge doesn't matter; what's more important is what you're willing to learn," Johnson stated during the panel, encouraging students to stay curious and always take on new challenges. The panel guided over 90 graduate and undergraduate students through considerations for their professional paths in an industry experiencing rapid technological transformation and growing demand for skilled professionals. Johnson’s leadership philosophy emphasizes listening to employees and customers to make informed observations and draw conclusions. She serves on multiple boards, including the University of Colorado Denver Business School Center for Information Technology Innovation Advisory Board, the Society for Information Management Colorado Chapter as Board Member and Treasurer, and the Executive Advisory Board at Regis University. Johnson’s company, MOST Programming, is a certified Woman and Veteran Owned Business specializing in data analytics, data visualization, business intelligence, AI and custom software development. The company transforms complex business challenges into data-driven solutions through process optimization, automation, and Power BI development, helping organizations turn data into actionable insights, improving operational and financial results. Interested persons can view more details from the “Business Leaders with an Edge” Student Forum at https://www.most-us.com/business-leader-with-an-edge-colorado
- November 21, 2025Technology
Rigved Kulkarni Appointed as Judge for 2025 Global Recognition Awards
Rigved Kulkarni has been selected to judge the 2025 Global Recognition Awards reflects his extensive expertise in autonomous driving technologies, robotics, and the integration of artificial intelligence. His influential contributions have reshaped the standards of intelligent mobility, where advanced systems converge to create safer, more responsive, and self-learning vehicles. The depth of his technical insight and his ability to translate innovation into measurable, practical results have made him a natural choice to evaluate excellence across global industries. Photo Courtesy of Rigved Kulkarni His role at PlusAI as a senior software integration engineer in perception demonstrates his expertise in multi-sensor fusion, real-time environmental mapping, and algorithmic precision. Through his technical leadership, PlusAI has achieved significant improvements in perception systems that strengthen safety and decision-making accuracy in autonomous vehicles. His interdisciplinary approach reveals not only analytical precision but also a clear awareness of how automation frameworks can reshape transportation systems for long-term sustainability. Engineering Leadership Across Global Innovation Before joining PlusAI, Kulkarni made substantial contributions to Lucid Motors and Aptiv, where his expertise in AI-driven automation workflows and robotic testing systems enhanced operational performance. His work at Lucid Motors focused on advanced intelligent automation in electric vehicle production, aligning precision engineering with environmental responsibility. During his time at Aptiv, he developed essential safety features for autonomous driving, enhancing both reliability and adaptability across a variety of real-world conditions. With a master's degree in engineering from the University of Maryland, Kulkarni combines academic achievement with the ability to transform research into practical applications. His background in machine learning, computer vision, and embedded systems continues to influence his work in advanced automotive and robotics engineering. The balance between his analytical discipline and creative reasoning enables him to assess technological innovation with depth, objectivity, and fairness. Guiding Force in Applied Robotics and System Integration Kulkarni’s professional path demonstrates the union of research accuracy with real-world implementation. His projects consistently reveal a philosophy centered on system reliability, data-informed performance, and thoughtful design. Every initiative he leads demonstrates his ability to integrate multiple fields of engineering—ranging from electrical systems to AI-based control mechanisms—into practical and scalable technological frameworks. His standing as an influential voice in intelligent mobility arises from his ability to blend theory and application into meaningful advancements. He possesses a discerning perspective for identifying engineering excellence and recognizing technology’s potential to serve broader human objectives. His appointment as a judge further emphasizes his role as a fair evaluator of innovation, one who measures achievement through both scientific rigor and ethical insight. Final Words As a judge evaluator under the 2025 Global Recognition Award framework, Rigved Kulkarni contributed to a meticulous, multi-level evaluation process that applies the Rasch model for objective assessment. His expertise in innovation, technical leadership, and service excellence positioned him as a key authority in robotics engineering and AI system integration. His role underscores the Awards’ commitment to recognizing excellence through rigorous, data-driven evaluation—reflecting his influence in advancing sustainable and intelligent mobility systems that contribute to a safer and more efficient transportation future. In recognizing his role as a judge evaluator, spokesperson Alex Sterling stated, “Rigved Kulkarni embodies the spirit of engineering innovation that drives progress across industries. His technical precision, research depth, and thoughtful evaluation of robotics and autonomous systems exemplify the rigorous standards of the 2025 Global Recognition Awards.” His participation on the judging panel highlights his standing as an authority in autonomous mobility and intelligent systems—an engineer whose insights help define excellence in modern technology. About Global Recognition Awards The Global Recognition Awards is an international organization that recognizes outstanding companies and individuals who have made significant contributions to their respective industries.
- November 21, 2025Technology
Leon Chau — Innovating AI, Blockchain, and Security Through Real-World Experience and Global Vision
Entrepreneur, researcher, and founder Leon Chau is emerging as one of the most forward-focused voices in the fields of AI infrastructure, decentralized systems, and secure digital innovation. Through his work with Afarensis , its GPU cloud, and his expanding research contributions, Leon is shaping the next generation of ethical and high-performance AI technology. Yet behind this rapidly growing ecosystem is a personal story — an early experience that strengthened his commitment to building technology that is transparent, responsible, and ultimately supportive of human resilience. A Defining Encounter That Redirected a Career In 2019 , Leon had an online encounter with a young individual from Southeast Asia who was facing an urgent and difficult situation. The person reached out seeking remote work opportunities as a way to regain control over their circumstances. Leon attempted to help — but communication suddenly stopped, leaving an emotional imprint that stayed with him for years. The uncertainty of that moment, combined with the feeling that someone had relied on him during a critical time, became a silent turning point. It made Leon more aware of how digital platforms can affect vulnerable people, and how technology must be built with safety, clarity, and accountability at its core. This moment didn’t stop Leon — it reshaped him. Rising Recognition and a Renewed Mission As Leon continued building new projects, his work began gaining significant traction. People from across industries started connecting with him — founders, SMEs, journalists, and even professionals from Google and AWS — seeking collaboration or wanting to understand his emerging ecosystem. This recognition reinforced a clear message: There is a global need for AI and blockchain systems designed with both power and responsibility. That mission is now reflected in everything he builds. Afarensis: High-Performance, Transparent, Research-Driven AI Leon founded Afarensis as a next-generation AI ecosystem built on three principles: performance , security , and trust . Afarensis provides: • The Afarensis AI Platform Advanced models and tools built for developers, researchers, and enterprise teams. https://afarensis.com • GPU Cloud for Training & Inference High-performance infrastructure designed for demanding AI workloads. https://gpu.afarensis.com • Cutting-Edge Research Contributions Leon’s latest academic paper introduces new approaches in advanced model design and AI computation. Afarensis is becoming a preferred platform for organizations seeking transparent AI, ethical design principles, and reliable infrastructure. A Decentralized Future: Beyond Traditional Platforms Leon’s long-term vision has always centered on decentralization , fairness, and global accessibility. Earlier in his career, he built platforms enabling global buyers and sellers to connect securely — a foundation that shaped his belief that digital ecosystems should empower individuals, not create dependency or risk. Today, this philosophy influences: how Afarensis builds its models how its GPU systems are deployed how future decentralized AI applications will operate His focus is not only on performance, but on architectures that reduce points of failure and increase user sovereignty . A Founder Guided by Experience, Responsibility, and Innovation Leon Chau is not driven by hype or trends — his motivation comes from real experiences, global awareness, and an understanding of how technology impacts people’s lives. His work in AI, blockchain, security, and innovation continues to attract collaborators worldwide, pushing forward an ecosystem built for the next generation of responsible digital transformation. About Leon Chau Leon Chau is the founder of Afarensis , creator of its high-performance GPU cloud platform, and an AI researcher recognized for advancements in AI, blockchain, security, and innovation . His personal experiences have shaped a mission-driven approach to building powerful yet ethical AI systems — systems designed not just for performance, but for humanity. More about Leon: https://leonchau.com
- November 21, 2025Technology
Evolve Foundation Launches Sustainable Futures Framework for Clean Energy Workforce
Introduction to Evolve Foundation’s Groundbreaking Model Evolve Foundation is proud to announce the official launch of its Sustainable Futures Framework , a pioneering model designed to transform the clean energy workforce development landscape. The framework represents a bold shift from traditional training programs, incorporating holistic support that goes beyond job placement. This innovative approach includes counseling, financial advising, and comprehensive case management, offering system-impacted individuals the tools and resources needed for long-term career success. The Sustainable Futures Framework sets itself apart from other workforce development programs by emphasizing long-term impact . Evolve Foundation not only tracks the immediate success of its participants but also commits to collecting 12-month retention data , ensuring that the individuals they place into clean energy careers remain employed and supported throughout their journey. AI-Driven Evolve OS: A Game Changer for Workforce Development At the center of Evolve Foundation’s impact is Evolve OS , a proprietary technology platform designed to support both participants and employers with seamless, real-time assistance. Its AI-driven Support Hub functions as a training and career copilot—guiding participants through challenges, answering questions instantly, and keeping them on track from enrollment to job placement. Evolve OS also integrates two powerful compliance tools. The Compliance Analyzer helps solar companies participating in CEJA incentive programs navigate their compliance plan submissions with clarity and confidence. Meanwhile, the CEJA Copilot chatbot breaks down CEJA’s complex legal language into simple, accessible terms—supporting both employers and individuals as they move through training, hiring, and long-term career development. Together, these tools create a smooth, informed bridge between training, compliance, and employment readiness. This platform represents a critical innovation in workforce development, addressing the fragmentation of the industry by providing an all-in-one solution to both training and ongoing career support. The proprietary technology enables Evolve Foundation to scale its efforts, providing sustainable, long-term solutions for the clean energy sector. Strategic Industry Partnership: The Oglesby Project Evolve Foundation is also excited to announce a major partnership with Knobelsdorff Energy , aimed at advancing the Oglesby Project , a new training facility designed to provide high-quality solar career education. This collaboration is a key milestone in the foundation’s mission to develop cutting-edge infrastructure that prepares individuals for clean energy jobs. The Oglesby Project is poised to become one of the most fundable training facilities in the country, bringing together industry leaders and experts to support the next generation of clean energy professionals. This partnership represents not only an expansion of Evolve’s reach but also a major step toward addressing the growing demand for skilled workers in the renewable energy sector. Holistic Support for System-Impacted Individuals What truly sets Evolve Foundation apart is its commitment to the whole person . In addition to job training, participants benefit from personalized services such as financial advising and counseling , ensuring that they are equipped with the skills and resources needed to thrive in their personal and professional lives. This comprehensive approach helps break down the barriers that prevent many individuals from succeeding in the workforce. The Path Forward: Scaling the Sustainable Futures Framework Evolve Foundation’s Sustainable Futures Framework is more than just a local initiative. With its proprietary Evolve OS platform, innovative partnerships, and commitment to long-term support, the model is designed for scalability. Evolve Foundation envisions a future where this framework is adopted across the nation, providing sustainable, high-quality workforce development programs in the clean energy sector and beyond. As part of its ongoing mission, Evolve Foundation is exploring opportunities to expand its partnerships with other organizations in the skilled trades and clean energy sectors. Through collaboration and innovation, Evolve is setting the standard for what workforce development can and should be, providing lasting change for both participants and employers alike. About Evolve Foundation Evolve Foundation is dedicated to transforming the clean energy workforce development ecosystem through its innovative Sustainable Futures Framework . The organization partners with solar trainers and employers to provide system-impacted individuals with the skills, support, and long-term guidance needed to succeed in the clean energy sector. Since its inception, Evolve Foundation has placed over 40 individuals into long-term solar careers and continues to expand its impact through partnerships and technology solutions like the Evolve OS platform. Media Contact: Christopher Edwards Evolve Foundation Program Director Phone: +17733104589 Email: [email protected] Website Instagram
- November 20, 2025Technology
Harmony Unveils Insights on AI Integration Challenges in ITSM Platforms
Harmony, an autonomous IT management platform, today released findings from conversations with hundreds of CIOs and IT leaders revealing a troubling pattern in enterprise technology adoption. Organizations are adding AI features to every tool in their IT stack, creating operational chaos instead of solving challenges. The Fragmented AI Problem The enterprise technology landscape has entered an AI arms race. ITSM platforms add AI ticket routing. Asset management systems introduce predictive maintenance. Software license tools deploy AI optimization. Automation platforms launch intelligent workflows. Each vendor promises their AI will transform operations. However, corporate IT environments face unexpected consequences: Disconnected Intelligence Systems: Ticketing AI cannot access asset data, asset AI ignores service patterns, and automation AI operates in isolation from other systems. Multiplied Maintenance Burden: IT teams now manage and tune eight or more different AI systems instead of operating one intelligent platform. Siloed Automation Processes: Each tool creates automated processes that fail to communicate with other systems in the stack. Enterprise IT Scenarios Harmony's research identified recurring scenarios in enterprise environments that illustrate these challenges. In one common scenario involving ticket routing, ITSM AI routes a "laptop slowness" ticket to the hardware team based on keywords. Meanwhile, software management AI flags unauthorized applications on the same device. The asset management system indicates the laptop is due for replacement. Three systems generate three different recommended actions with zero coordination, leaving end users waiting for resolution. Another frequent scenario involves employee onboarding automation chaos. When a new employee joins, the HR system triggers provisioning automation. Asset management AI assigns equipment based on role patterns. The ITSM system creates onboarding tickets. The software management tool provisions licenses. Four different systems create overlapping workflows, duplicate approvals, and inconsistent access, transforming what should be seamless onboarding into a bureaucratic process. About Harmony Harmony is an autonomous IT management platform that consolidates service desk, asset management, software management, and workflow automation. The platform provides unified intelligent operations for enterprise IT environments. For more information, visit https://harmony.io .
- November 20, 2025Technology
Yixian Jiang Integrates Bayesian Networks and Metadata Standards to Advance Intelligent Digital Object Systems
Digital object systems face persistent challenges in standardization, data generation, and performance evaluation, as the evolution of Internet architecture demands efficient information management frameworks. Traditional approaches struggle with insufficient available objects, a lack of unified metadata standards, small sample datasets, and complex event relationship modeling. Recent research published in Procedia Computer Science introduces comprehensive frameworks that integrate international metadata standards with machine learning algorithms to fundamentally transform digital object generation through Bayesian network optimization and data diffusion strategies, validated on multi-category event datasets. The analytical foundation addresses fundamental limitations through a unified digital object generation framework combining structured and unstructured metadata extraction. By analyzing event characteristics, temporal relationships, and causal dependencies through hierarchical classification methods, the framework enables accurate information extraction from text documents. The system implements rule-driven extraction strategies for simple attributes and refined algorithms for complex elements, including keywords and themes, providing a standardized seven-element metadata structure encompassing title, author, keywords, subject, description, publisher, date, and language throughout digital object lifecycle management. The optimization architecture leverages the K2 algorithm-based Bayesian networks, combining expert knowledge with data-driven structure learning to achieve probabilistic event modeling. By addressing small sample limitations and prediction accuracy requirements inherent in traditional approaches, the system implements improved conditional probability distributions through expert experience integration. Optimization through a two-stage training methodology incorporating causal relationship refinement prevents model errors while maintaining forecasting reliability across diverse scenarios. Experimental validation demonstrates 84% prediction accuracy improvement from a 55.21% baseline, with the network structure achieving high consistency and coverage rates across training-test partitions, validated through 100-iteration robustness testing on a 550-sample event window dataset. Practical implementations span both data generation efficiency and computational performance. The intelligent digital object system enables automated generation, achieving 0.0013 seconds per object through optimized metadata extraction and batch packaging mechanisms. Data diffusion strategy combining LDA topic modeling with Monte Carlo sampling generates standards-compliant synthetic datasets addressing insufficient test data challenges. Contributing to this research is Yixian Jiang, who holds a Master’s degree in Information Technology from Carnegie Mellon University’s Information Networking Institute and a Bachelor’s degree in Software Engineering from South China Agricultural University. Jiang’s professional experience spans Apple, Meta, and NVIDIA, where Jiang led large-scale machine learning infrastructure projects and intelligent system optimizations. Jiang’s technical expertise bridges academic research and enterprise-scale engineering, exemplifying how theoretical advancements in Bayesian modeling can inform practical automation systems. This body of work represents a major step forward in bridging theoretical optimization with real-world intelligent system implementation. By integrating metadata standardization with Bayesian network algorithms for digital object systems and by advancing ML automation platforms that manage hundreds of enterprise models, Jiang’s research establishes new benchmarks for data management efficiency. These frameworks demonstrate far-reaching implications for intelligent information systems, scalable automation, and the optimization of machine learning infrastructures in increasingly complex distributed computing environments.
- November 20, 2025Technology
A to Z Dispatch Announces New White Label Limo Dispatch Software Designed for Scalable Chauffeur and Livery Operations
A to Z Dispatch today announced the launch of its updated White Label Limo Dispatch Software , a cloud-based solution built for limousine, chauffeur, and private-hire operators seeking complete control over their digital booking and dispatch ecosystem. The platform is engineered to support brand-specific mobile apps, real-time fleet oversight, and streamlined trip management without requiring operators to rely on third-party-branded systems. A Modern Infrastructure for Transportation Businesses The newly released platform introduces a flexible architecture that allows companies of any fleet size to configure their dispatch environment according to their operational structure. The system supports unlimited vehicles, driver assignments, rate zones, reservation channels, and corporate accounts, making it suitable for both established operators and new ventures transitioning to digital dispatching. Brand-Focused, White Label Capabilities A central component of the platform is its white label functionality, which enables businesses to deploy custom-branded passenger and driver applications. This feature allows operators to maintain ownership of their brand identity across digital touchpoints, including mobile bookings, trip notifications, receipts, and client communication. Core System Features The White Label Limo Dispatch Software delivers a range of operational tools, including: Live fleet tracking and status monitoring Automated and manual dispatch workflows Integrated payment processing and fare management Corporate booking support and account billing Customizable pricing models and geographical service zones Driver app with routing, job updates, and trip verification tools Passenger app with instant booking, ETA visibility, and trip history All features are provided through cloud deployment, allowing rapid system activation and minimal onboarding friction for operators migrating from legacy systems. Addressing Industry Demands in 2025 The chauffeured transportation sector continues to shift toward digital-first infrastructure to address client expectations for transparency, faster communication, and reliable mobile access. Operators increasingly seek solutions that enable them to scale operations without surrendering branding or revenue to external booking platforms. The new release from A to Z Dispatch is positioned to meet these evolving requirements through its white label design and adaptable configuration options. Availability The platform is now accessible to operators seeking a branded, cloud-based dispatch system. More information about White Label Limo Dispatch Software is available at: https://atozdispatch.cloud/try-for-free About A to Z Dispatch A to Z Dispatch provides cloud-based reservation, dispatch, and fleet management systems tailored for limousine, chauffeur, and private-hire transportation companies. The company focuses on delivering scalable digital tools that help operators streamline scheduling, booking workflows, and operational oversight under their own brand identity.
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