Abstract Foundations

Exploring the architecture of work, culture, and leadership—where clarity replaces noise and systems shape meaning.

  • Building Luna: Part 1 – A Machine Learning (Through) Experience

    Building Luna: Part 1 – A Machine Learning (Through) Experience

    Photo by Guzmán Barquín on Unsplash Readers following the Building Aria series probably expected Part 6 last weekend. I did too… until I made myself stop. Not from burnout or technical failure, but from a deeper question: what would actually be worth building next? So I imposed a two-week pause. No new features, no late-night… Read more

  • Building Aria: Part 5 – Intermission; Agents, Autonomy, and Decision Architecture

    Building Aria: Part 5 – Intermission; Agents, Autonomy, and Decision Architecture

    Photo by Alexas_Fotos on Unsplash This week, Aria stands still, for once. Not frozen, not halted, just still. The logs report cleanly, get flagged as needed. Every process hums quietly, every function loops without friction, and for the first time since the project began, there is equilibrium. The chat loop works, the infrastructure responds, the… Read more

  • Building Aria: Part 4 – The Alignment Mirror

    Building Aria: Part 4 – The Alignment Mirror

    Photo by Avery Evans on Unsplash Over the previous three entries, Project Aria has crossed three clear thresholds, though none of them felt clear while I was in the middle of them. In Part 1, she found her voice: more than a demo, she became a partner in conversation that carried beyond a single reply.… Read more

  • Building Aria: Part 3 – The Separation of Brain and Body

    Building Aria: Part 3 – The Separation of Brain and Body

    By the end of Part 1, Aria had a voice. She could hold a conversation, remember names in a fact table, and respond in Discord as more than just a proof of concept. Part 2 gave her agency: the ability to act through tools, recall through layered memory, and refine her own decisions when a… Read more

  • Building Aria: Part 2 – From Voice to Agency

    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… Read more

  • Building Aria: Part 1 – Giving Shape to a Thought

    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,… Read more