OpenClaw cuts agent token waste 95%

The "stateless" architecture of current agent frameworks is a hidden financial and computational tax that is finally being addressed. Moving static context processing to "compile-time" represents a necessary paradigm shift for high-performance agent infrastructure. Naive JSON serialization was found to increase token usage by 30%, proving that standard web formats are often incompatible with LLM efficiency. Local LLM testing provides the transparency needed to identify and fix architectural "token puke" that cloud APIs often obscure. This optimization is a critical step toward making persistent, autonomous agents viable for complex, multi-day developer workflows.