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Course series
Ten three-hour lectures from production conversational LLM systems to advanced agent architectures — bilingual catalog entries for en and zh-CN. Reuses and deepens themes from agentic-ai-10.
20 courses in this series
Lecture accents
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Sign in3-hour foundation: production conversational LLM apps, prompt construction, context windows, token budgets, and stateful multi-turn layers — with breaks.
3 小时基础：生产级对话式 LLM、提示词构建、上下文窗口、token 预算与有状态多轮层（含休息）。
3-hour agentic baseline: schema-constrained JSON, structured outputs, and safe tool calling for downstream APIs — with breaks.
3 小时 Agentic 基线：schema 约束 JSON、结构化输出与安全工具调用（含休息）。
3-hour reasoning lab: Reflection, ReAct, and Plan-and-Solve loops for task decomposition and self-correction — with breaks.
3 小时推理实验：Reflection、ReAct 与 Plan-and-Solve 任务分解与自我纠错（含休息）。
3-hour graph lab: nodes, edges, conditional routing, and deterministic state machines that prevent runaway agents — with breaks.
3 小时图工作流：节点、边、条件路由与防止失控的确定性状态机（含休息）。
3-hour multi-agent lab: specialist roles, shared state, protocols, and supervisor orchestration — with breaks.
3 小时多智能体：专长角色、共享状态、通信协议与 supervisor 编排（含休息）。
3-hour MCP & Skills lab: Host/Client/Server, tools/resources/prompts, and Agent Skills (SKILL.md) — with breaks.
3 小时 MCP 与 Skills：Host/Client/Server、工具/资源/提示与 Agent Skills（含休息）。
3-hour vibe-coding lab: AI-native SDLC with Claude Code / Cline-style agents under human-in-the-loop — with breaks.
3 小时氛围编程：人机协同下的 AI 原生开发生命周期（含休息）。
3-hour security lab: red-team workflows, prompt injection, exfiltration, tool hijacking, and privilege escalation — with breaks.
3 小时安全实验：红队流程、提示注入、外泄、工具劫持与权限提升（含休息）。
3-hour production lab: multi-layer memory, durable state backends, and eval pipelines for accuracy, drift, and performance — with breaks.
3 小时生产工程：多层记忆、持久状态后端与准确率/漂移/性能评测流水线（含休息）。
3-hour governance + capstone: runtime guardrails, cost/scope ceilings, and student-defined project demos (covers syllabus weeks 11–12) — with breaks.
3 小时治理与综合项目：运行时护栏、成本/范围上限与学生自定项目演示（覆盖大纲第 11–12 周）（含休息）。