Learning Agentic AI: Agentic Loop with State
Author(s): Haixi Li Originally published on Towards AI. Lesson 3 So far, our loop has been reactive — the model calls a tool, gets a result, and reacts. But it has no memory of why it’s doing what it’s doing beyond what’s …
Learning Agentic AI: Tool Use
Author(s): Haixi Li Originally published on Towards AI. Lesson 1 When you call an LLM API normally, you send messages and get text back. With tool use, you also send a list of tool definitions — name, description, and expected inputs (as …
Learning Agentic AI: ReAct
Author(s): Haixi Li Originally published on Towards AI. Anthropic Will Lose the AI Race: here is 10 Reasons why In After the lead, the article argues—using valuation and revenue context for 2026—that Anthropic’s current momentum may not be enough to sustain an …