Thoughts and Musings

Opinion

Personal essays, musings, and reflections on a variety of topics. Gain unique perspectives and insights from thoughtful commentary and analysis.

  1. AI–energy flywheel concept at the grid edge by Ted Tschopp

    Guardrails & Gigawatts

    A utility‑focused synthesis of six signals from Sam Altman’s conversation with Vinod Khosla. It argues for agent‑driven workflows, the convergence of compute and electricity costs, and the moats that endure—unique data, real‑time integration, and culture. The piece emphasizes guardrails, governance, and new workforce roles to build an AI–energy flywheel at the grid edge.

  2. A woman stands before endless glowing shelves in a futuristic archive, weaving through streams of golden and blue light that resemble threads of a cosmic loom. by Ted Tschopp

    The Skill that Outgrows the Tool

    This article explores why relying on tool mastery is a risky career move in 2026. As AI begins to automate entire workflows, the most valuable skill will be translating business needs into AI solutions and understanding enterprise systems. Using historical analogies and the CLEAR framework, it argues that enterprise thinking, not tool memorization, will define future success.

  3. Transmission towers with a digital data overlay representing edge‑to‑cloud flow and context preservation. by Ted Tschopp

    From Industrial-Age Utility to AI-Centric Utility

    White paper for utility leaders on consolidating platforms, building an edge‑to‑cloud data fabric with preserved context, and redesigning the workforce for AI—measured by edge→decision latency, TTE, reliability, compliance velocity, and customer outcomes.

  4. Stylized family at bedtime with anxious expressions dad with beard mom with curly hair three kids one holding a toothbrush teal and warm-orange textured look by Ted Tschopp

    The Mentor in the Machine

    How ChatGPT 5 shifts from generic chatbot to trusted expert partner for Fortune 500 teams and utility field crews—expanding context, reasoning, vision, and reliability.

  5. Child carefully building a complex Lego Tuxedo Cat, symbolizing organizational resilience during AI integration by Ted Tschopp

    Building a Lego Cat

    Examining the transformative impact of AI on enterprise workforce roles and highlighting strategies to navigate this transition effectively.

  6. Deep-rooted tree weathering a storm, symbolizing enterprise resilience during AI transformation by Ted Tschopp

    Rooted in Resilience

    Exploring how artificial intelligence is revolutionizing enterprise SaaS and what utilities and large organizations must do to thrive in this new landscape of just-in-time software solutions.

  7.  by Ted Tschopp

    Learning by Doing

    Exploring how the principles of Scout camp—personalized guidance, real-world practice, and adaptive learning—can transform how we approach AI training and integration in the workplace.

  8. Father and son navigating terrain during camping trip, symbolizing AI navigation in the workplace by Ted Tschopp

    Riding the AI Wave

    Exploring Mary Meeker's latest AI trends report through the lens of a father-son camping trip, examining how unprecedented AI adoption rates are transforming workplaces and what it means for employees across all industries.

  9. 2x2 matrix diagram showing WINS framework categories for AI workflow analysis by Ted Tschopp

    Details on the WINs Network

    A comprehensive guide to the WINS (Words, Images, Numbers, Sounds) framework for evaluating AI opportunities in organizational workflows, including practical categorization methods and strategic implementation guidance.

  10. Child holding a smooth stone on Hawaiian beach, symbolizing what humans hold that AI cannot by Ted Tschopp

    Beyond the Boundaries: Leading in a Post-AI Era

    A contemplative exploration of how AI's dissolution of traditional work boundaries between words, images, numbers, and sounds creates new opportunities for distinctly human leadership grounded in empathy, wisdom, and connection.

  11. A Young Girl Solves a Math Problem by herself by Ted Tschopp

    The Student Who Taught Herself

    Watching my daughter learn math reminded me of a breakthrough in AI—AZR, a self-teaching model that reasons and grows without external data. This post reflects on learning, AI, and grace.

  12. Nested boxes representing recursion concept, symbolizing AI simulation layers in corporate learning by Ted Tschopp

    Unlocking Corporate Learning with AI Simulations

    Explore how recursion principles guide the design of AI-driven corporate simulations, creating meaningful practice opportunities for essential business skills through thoughtful, iterative dialogue between learners and AI mentors.

  13. Cub Scouts around a campfire during Arrow of Light ceremony, representing AI-supported traditional values by Ted Tschopp

    Lighting the Trail

    A personal case study of using AI to develop and execute a complete Cub Scout Arrow of Light curriculum, demonstrating how artificial intelligence can support human leadership in training and ceremony design while maintaining cultural sensitivity and educational effectiveness.

  14. Family gathered around dinner table with perfectly cooked salmon, representing successful AI collaboration by Ted Tschopp

    The Salmon Made Me Do It

    A personal story about using AI to cook a family salmon dinner that reveals deeper insights about how enterprises can build employee trust in AI through small, safe experimentation rather than diving into high-stakes applications.

  15. Abstract visualization of transforming chaotic meeting notes into clear structured requirements by Ted Tschopp

    From Chaos to Clarity

    A practical demonstration of how AI prompt engineering can extract clear business requirements from cluttered meeting transcripts, showing how three carefully crafted prompts can transform chaos into clarity, empathy, and actionable insights.

  16. A Digital Hand and a human hand, holding a map of the world by Ted Tschopp

    The Human Edge

    Exploring the transformative impact of artificial intelligence on industries, employment, healthcare, and the human experience.

  17. Modern office environment subtly transformed by AI integration by Ted Tschopp

    The Quiet Revolution

    An exploration of how GPT-4.5's advanced capabilities are quietly transforming modern workplace dynamics, reshaping roles while elevating uniquely human contributions of creativity, empathy, and strategic thinking.

  18. A team collaborating on software development with AI tools. by Ted Tschopp

    AI in Software Development - Breaking Myths and Building Teams

    AI in software development isn’t about replacing developers or making them code faster. It’s about transforming teams, fostering collaboration, and expanding who can contribute to software creation.

  19. Solar panels and wind turbines representing energy sector transformation by Ted Tschopp

    The 1% Catalyst

    An analysis of Sam Altman's insights on AI progress and their application to the energy sector, exploring how exponential innovation, cost transformation, and small changes can drive massive impact in utility operations and leadership.

  20. Project Stargate, the world’s largest AI data center by Ted Tschopp

    Project Stargate Unveiled: OpenAI’s $500 Billion Bet on an AI-Driven Future

    Explore the scale, ambition, and global impact of OpenAI’s Project Stargate, the $500 billion data center set to power the next generation of artificial intelligence.

  21. AI and cross-functional teams shaping the future of utilities by Etienne-Prosper Berne-Bellecourt

    Barrels, Ammunition, & the Future of AI in the Electric Utility Industry

    Explore how utilities can leverage AI by investing in cross-functional talent, modern infrastructure, and collaborative strategies.

  22. AI adapting to a user's communication style by Ted Tschopp

    Custom Communication Styles in AI

    Learn how to identify your unique communication style and use prompt engineering to make AI tools adapt to your preferences.

  23. AI learning and writing in a personal style by Ted Tschopp

    Custom Writing Styles in AI

    Learn how to capture your unique writing style and use AI to generate content that sounds like you.

  24. Utility infrastructure enhanced with AI capabilities by Ted Tschopp

    What AI in 2024 Means for Us in 2025

    An analysis of how 2024's AI breakthroughs translate into practical opportunities and challenges for electric utilities and IT organizations in 2025, focusing on operational efficiency, customer experience, and strategic implementation.

  25. Breaking Free from the Possible by Ted Tschopp

    From Politics to Artistry - The Evolution of the Art of the Possible

    A thought-provoking analysis on the hidden dangers of the 'art of the possible' and how it impedes genuine progress and innovation.

  26. An early-2000s computer resting on a writing desk with books and coffee by Ted Tschopp

    The Machine That Dreamed in Plot

    Reflections on computer-based storytelling models like BRUTUS, MINSTREL, and MEXICA, alongside thoughts on creativity, authorship, and the soul of narrative.