I write about context systems, agentic software, and how teams (humans + AI) actually ship.
These are working notes: ideas, diagrams, and frameworks I'm trying to make crisp.
Find me on X.
Blog articles
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Vibe Together
The hidden cost of vibe coding alone: why the magic breaks down without shared context, and how vibing together creates things that last.
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Anti-Fragile APIs
A case for moving away from strictly typed APIs toward loosely described, anti-fragile interfaces—powered by LLMs, fine-tuning, and small language models—where structure is enforced at the edges and patterns emerge from real interactions.
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VibeEco
VibeEco: exploring launch friction and the optimization gap in vibe coding, including why B2Agent UX shifts from pixels to tokens.
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Dynamic Flow Orchestration & Context-Driven Path Creation
A practical architecture for flow planning and execution: context management, decisioning, dynamic flow generation, and external system integrations.
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The Context Flow Manifesto
A manifesto on context flow velocity in networks of humans and AI, including an interactive visualization and audio appendix.