The Tokenmaxxing Trap: Why Burning Tokens Doesn't Equal AI Intelligence

Measuring AI agent productivity by token consumption incentivizes bloated, wasteful architectures that prioritize 'scaffolding' over actual problem-solving. As local, sparse models prove that massive power can be efficient, the industry must shift toward metrics that value successful task completion relative to total cost.