The Real Cost of Long AI Sessions: Why Conversation, Not Tools, Drains Your Context

AI developers commonly blame MCP servers for depleting context windows during extended sessions, but direct measurement reveals conversation history accumulation is the actual bottleneck. This finding challenges industry assumptions and underscores why data-driven profiling beats guesswork in optimization. Your tool architecture matters far less than how you manage conversation growth—the real performance killer is what you don't measure.