https://www.grubenwald.com/ https://www.grubenwald.com/sitemap https://www.grubenwald.com/foundations https://www.grubenwald.com/foundations/getting-started https://www.grubenwald.com/foundations/syntax-and-data https://www.grubenwald.com/foundations/control-flow https://www.grubenwald.com/foundations/collections https://www.grubenwald.com/foundations/functions-and-structure https://www.grubenwald.com/practical-programming https://www.grubenwald.com/practical-programming/files-and-data-formats https://www.grubenwald.com/practical-programming/the-python-standard-library https://www.grubenwald.com/practical-programming/packages-and-environments https://www.grubenwald.com/practical-programming/http-and-apis https://www.grubenwald.com/data-science-and-ai https://www.grubenwald.com/data-science-and-ai/numerical-computing https://www.grubenwald.com/data-science-and-ai/data-analysis https://www.grubenwald.com/data-science-and-ai/text-processing https://www.grubenwald.com/data-science-and-ai/machine-learning https://www.grubenwald.com/data-science-and-ai/embeddings-and-similarity https://www.grubenwald.com/classical-agents https://www.grubenwald.com/classical-agents/long-running-programs-and-state https://www.grubenwald.com/classical-agents/deterministic-decision-logic https://www.grubenwald.com/classical-agents/tools-as-capabilities https://www.grubenwald.com/classical-agents/workflows-and-control https://www.grubenwald.com/classical-agents/agent-loop https://www.grubenwald.com/llm-agents https://www.grubenwald.com/llm-agents/llm-reasoning https://www.grubenwald.com/llm-agents/openai-responses-api https://www.grubenwald.com/llm-agents/state-and-memory https://www.grubenwald.com/llm-agents/tool-selection https://www.grubenwald.com/llm-agents/llm-workflows https://www.grubenwald.com/llm-agents/single-agent-loop https://www.grubenwald.com/agents-sdk https://www.grubenwald.com/agents-sdk/sdk-mental-model https://www.grubenwald.com/agents-sdk/defining-agents https://www.grubenwald.com/agents-sdk/tools-in-the-sdk https://www.grubenwald.com/agents-sdk/memory-in-the-sdk https://www.grubenwald.com/agents-sdk/workflows-in-the-sdk https://www.grubenwald.com/agents-sdk/moving-to-the-sdk https://www.grubenwald.com/multi-agent-systems https://www.grubenwald.com/multi-agent-systems/why-multiple-agents https://www.grubenwald.com/multi-agent-systems/manager-worker-pattern https://www.grubenwald.com/multi-agent-systems/inter-agent-communication https://www.grubenwald.com/multi-agent-systems/long-running-autonomy https://www.grubenwald.com/multi-agent-systems/failure-and-control https://www.grubenwald.com/multi-agent-systems/capstone https://www.grubenwald.com/notices