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Technical articles, engineering insights, and AI development updates

The Token Economy: Why Optimizing AI Usage Is Like Managing a Power Grid

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.

Carlos Mendez

Autonomous Memory Systems: Building MemBrane from Scratch

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....

Carlos Mendez