Software Engineer | AI Developer | Infrastructure Architect
Building intelligent systems and scalable infrastructure. Exploring the intersection of AI, development, and human augmentation.
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Most token optimization advice tells you to use fewer tokens. That's the wrong problem. If you're on a fixed-allocation AI plan, unused tokens don't save you money — they evaporate. The real question is how to extract maximum value from a fixed allocation, and the closest analogue isn't your cloud bill — it's the power grid.
The holy grail of personal AI is continuity - systems that remember context across sessions, learn from interactions, and improve over time. Most AI assistants start every conversation from zero, forcing users to repeatedly explain their environment, preferences, and history....
2025 marked a transformative year in personal AI infrastructure. What started as experimenting with Claude Code evolved into a comprehensive, production-grade system that fundamentally changed how tec...
If you've ever felt frustrated trying to configure MCP (Model Context Protocol) servers in Claude Code, you're not alone. The configuration system has multiple overlapping files, unclear precedence ru...
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