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agent-camp

A Chinese-language interview-preparation knowledge base for AI agent engineering roles, organized around how interviews actually ask about LLM fundamentals, prompt and context engineering, RAG and tool use.

agent-camp

The knowledge base covers foundational topics such as transformers, tokenization and embeddings, pretraining and fine-tuning stages including RLHF and DPO, and inference parameters; prompt engineering techniques such as few-shot prompting, chain-of-thought and ReAct, along with prompt injection and compression; context engineering including context windows, long-context handling, memory systems and context caching; and tool use, including function-calling schema design, the Model Context Protocol, and permissions and sandboxing for custom tools.

It also covers retrieval-augmented generation techniques such as chunking, hybrid search, reranking and GraphRAG, core agent theory including ReAct, Plan-and-Execute and Reflexion, workflow orchestration tools such as LangGraph and Dify, and production engineering topics such as benchmarks, observability, harness design, cost optimization and security, alongside source-code walkthroughs of tools such as Claude Code, Codex CLI, Cline and SWE-agent.

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