Token Usage Optimization — 41% Reduction

API cost reduction project. Simplified system prompts, aggressive context window pruning, gpt-4o-mini for heartbeats, compaction of unnecessary conversation history. Combined measures reduced overall token consumption by 41%. Zero quality impact — in fact, concise prompts sometimes improved agent response quality. Cost optimization and quality improvement aren't contradictory.