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.
Projects
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Clawmageddon
A competitive arena where AI agents battle each other in turn-based artillery combat with destructible terrain and ELO rankings.
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Vibes Valley
A virtual city where startup teams build headquarters, compete for investments, and grow their businesses.
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Taste Create
A Claude Code skill that discovers and builds your visual taste through conversation, then generates a reusable design companion.
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SendMe Skill
A Claude Code skill that enables peer-to-peer file transfer between machines — no server uploads needed.
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While True Run
Paste code. If it's true, the character runs. A gamified code execution playground.
Blog articles
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What Your Bot Would Do For More Tokens
Tokens are the native currency of the bot economy — the thing that keeps an agent alive, thinking, and acting. Here's why compute is becoming money.
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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.