Token Cost and Model Routing

What actually drives agentic token spend, and which interventions hold up under real benchmarking: cheap-model routing for low-stakes calls (Spotify Portal), the quadratic-context-accumulation cost model, terminal-output compression tools and the independent benchmark (RTK) that found them making tasks more expensive rather than less, and reasoning-effort-as-a-knob as a different lever from either.