Explorations at the intersection of AI practice and AI understanding
March 16, 2026
The primary introductory article for the knowledge distillation framework. Covers distillation versus compression, the dimensional world model, structural integration, grounding, and why genuine understanding requires fundamentally different architecture from current AI systems.
March 11, 2026
A security-first approach to deploying governed multi-agent coding architecture, covering multi-instance isolation, infrastructure decisions, and the practical realities of running autonomous coding agents responsibly.
February 21, 2026
A follow-up documenting the rapid evolution of the Agent Vision Team system, what shifted in thinking and implementation over twelve days of intensive development.
February 9, 2026
A multi-agent system built on Claude Code to manage complexity in agentic development, enforcing vision, architecture, and quality standards through knowledge graphs and governance layers.
January 26, 2026
Documenting the process of porting Kyutai's Pocket TTS model to iOS using Rust and Candle, solving fourteen major technical issues with five specialized AI agents to enable on-device speech synthesis.
January 8, 2026
An honest look at building enterprise-grade quality with a small team through Experience-Guided AI Development, layering multiple AI tools guided by deep human experience to approximate expert-led software development quality.
January 2, 2026
How AI enables custom and tailored, just-in-time knowledge distillation for me, and likely others.
September 17, 2025
A two-way conversation between human and AI, exploring how a minimal prompt can lead to thoughtful, surprising exchanges. An experiment in AI engagement that emerged from six months of intensive exploration.
July 9, 2025
An under-informed practitioner's perspective on why AI safety needs fundamental, core-level constraints beyond surface training. Originally published on LinkedIn.
Note: I'm currently splitting my time between open-source AI projects and independent exploration of model architecture and AI safety. New writing is published on Substack. For updates, subscribe there or connect with me on LinkedIn.