Large language model (LLM) agents are inherently stateless. Each invocation of an API endpoint like OpenAI GPT-4o, Anthropic Claude 3.5 Sonnet, or a local DeepSeek-R1 instance processes only the tokens supplied within the immediate context window. Once the HTTP response …