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Building Aria: Part 2 – From Voice to Agency
Picking Up the Thread In Part 1, Aria reached her first milestone: she was live in a practical sense. Running locally in Docker, serving models through Ollama, and speaking through Discord, she could already respond in conversation. Messages flowed into Postgres, the last ten entries recalled with each new exchange, giving her a baseline of…
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Building Aria: Part 1 – Giving Shape to a Thought
Photo by EJ Strat on Unsplash Framing the Problem Everyone in tech seems to have a strong opinion on AI these days—especially generative AI, the kind that powers everything from chatbots to deepfakes to essays in classrooms. For the past year, I’ve been immersed in it, testing the major models, subscribing to the usual suspects,…
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The Architecture of Data Maturity: A Cultural and Technical Roadmap
Photo by Alex wong on Unsplash The alert arrived quietly, more of a whisper than a siren. A notification slid across the architect’s screen: Inventory anomaly detected—supplier feed variance exceeds threshold. Recommended action: divert 5% of allocation to alternate distribution center. It wasn’t the first time such a discrepancy had occurred. In fact, years ago,…
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Your Infrastructure Is Lying to You
Photo by Brian Kelly on Unsplash Every company that grows quickly builds roads to connect where they are with where they want to go. At first, those roads are simple: gravel tracks carved out of necessity, meant to get people and goods moving with minimal delay. They’re not elegant, but they’re fast. They serve their…
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Trading Applause for Alignment
Photo by Headway on Unsplash Author’s Note This piece explores a subtle but important distinction: the difference between applause and alignment. It’s not written as a critique of any one leader or culture, but as a reflection on a pattern many of us have observed and, at times, participated in—the slow drift from substance to…
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The Cost of Ownership
Photo by nikko macaspac on Unsplash Author’s Note This piece may come across sharper than most. Perhaps that’s intentional—but the intent is not unkind. The goal here is not to condemn managers, critique peers, or cast blame on systems that evolved in the absence of reflection. Rather, it’s to illuminate a pattern that often remains invisible until it’s…
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The Mirage of Stability: When Data Tells a Half-Truth
Photo by brahan milla on Unsplash We’ve been trained to treat certain numbers like they’re carved in stone. Monthly job reports. Quarterly revenue figures. GDP growth percentages. These metrics arrive like pronouncements from the mountaintop—authoritative, immutable, and immediately absorbed into headlines, forecasts, and strategic plans. And then, quietly—or much less so this most recent time—they…
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Inside the Lines, Outside the Truth
Photo by Joyce Romero on Unsplash Author’s Note The opening story in this piece is fictional—but it’s not invented. It draws from publicly available reporting, court documents, and personal accounts related to the Purdue Pharma case and the wider opioid crisis. The names, moments, and characters have been fictionalized, but the architecture of the story—how…
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Bridges, Not Walls: The Strategic Value of Operational Transparency
Photo by Denis Panfilov on Unsplash Title note: This piece is about organizational transparency and cross‑functional translation. The title comes from an internal tool I built (“Bridges, Not Barriers”), not from any current political event or protest. Lighting the Valley—How Transparency Built a Revolution The first lightbulb flickered to life in a Tennessee farmhouse in…
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Beyond Shareholder Value
Photo by Alexey Marchenko on Unsplash Re‑centering Fiduciary Duty on People, Planet, and Sustainable Profit Quick take: Companies that view fiduciary duty only through a shareholder‑value lens are leaving growth, trust, and resilience on the table. When leaders widen the aperture to include employees, customers, communities, and the environment, they unlock durable advantage and deliver…
Abstract Foundations 