Agent 与自主系统
What is an AI agent, and how does it differ from a simple LLM call?
原题AI Agent Memory
原题Harness Engineering in AI
原题What matters more for an agentic coding tool like Claude Code: the model or the harness?
原题Explain the ReAct (Reasoning + Acting) agent architecture.
原题What is the Plan-and-Execute agent pattern?
原题What is tool use (function calling) in LLMs, and how does it enable agents?
原题What is the difference between structured output and function calling?
原题How do you design and define tools for an AI agent?
原题How does an agent decide when to call a tool versus answering from its own knowledge?
原题What is the difference between single-agent and multi-agent systems?
原题When do multi-agent systems break down, and when is a single agent the better choice?
原题What is Model Context Protocol (MCP), and how does it standardize tool integration?
原题How does MCP differ from traditional function calling?
原题What are AI SubAgents?
原题What are the different types of agent memory (short-term, long-term, episodic)?
原题How do you handle agent failures and implement error recovery?
原题What is an agent loop, and how does it decide when to stop?
原题Context Engineering
原题How does context compaction work?
原题Loop Engineering
原题Graph Engineering
原题How AI Agents Communicate?
原题What are Agent Skills?
原题How do you evaluate and test AI agents?
原题What are the security risks of agentic systems, and how do you mitigate them?
原题Your agent reads untrusted content (emails, web pages, documents) and can call tools. How do you prevent indirect prompt injection and data exfiltration?
原题What is the difference between reactive and proactive agents?
原题How do you manage token consumption and cost in long-running agent workflows?
原题What is the human-in-the-loop pattern for agents, and when is it needed?
原题How do you implement guardrails for AI agents to prevent harmful actions?
原题What is agent reflection, and how does it improve agent performance?
原题What is the difference between code-generating agents and tool-calling agents?
原题How do you handle multi-modal inputs and outputs in agentic systems?
原题How do you implement state management in complex agent workflows?
原题How do you build a customer support agent with escalation logic?
原题What is agent orchestration, and how do you implement it?
原题What is Sakana Fugu, and how does it orchestrate a team of AI models?
原题How do you build a code execution agent safely using sandboxed environments?
原题Your AI agent is stuck in an infinite loop. How do you detect and break the cycle?
原题Your AI agent gets conflicting answers from different tools. How does it reconcile them?
原题Your AI agent burns too many tokens per task. How do you reduce token consumption?
原题Your AI agent keeps exceeding its budget per task. How do you enforce budget limits?
原题Your AI agent hallucinates tool capabilities and passes wrong inputs. How do you fix it?
原题Your AI agent deleted a production database. How do you prevent irreversible actions?
原题Your AI agent has many tools, but keeps picking the wrong one. How do you improve tool selection?
原题Your AI agent takes too long to complete a task. How do you speed it up?
原题Your long-running agent drifts after hours and confidently works on the wrong thing. How do you diagnose and fix it?
原题Your LLM selects the right tool but extracts the wrong parameters. How do you fix parameter extraction?
原题How do Computer-Use Agents work?
原题How do Browser Agents work?
原题How does LangChain work?
原题How does LangGraph work?
原题What is OKF (Open Knowledge Format)?
原题
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