Chuỗi talk show 12 buổi đi từ cơ chế LLM & vòng đời context, qua kiến trúc AI Agent & Agentic system, tới 21 design pattern để xây dựng hệ thống agent đáng tin cậy ở môi trường production.
Vì sao chúng ta ở đây. Tiến hoá AI nhanh gọn. Định nghĩa Agent. Roadmap 12 buổi.
System / User / Assistant. Anatomy context window. Token economics. Autocompact. Context engineering thực chiến.
7 thành phần hub-and-spoke. So sánh thật Claude Code · Cursor · OpenAI Assistants · Gemini CLI · Aider.
5 pattern · Topology Hierarchical/Pipeline/Network · Shared state · A2A handoff · Case Anthropic (15× tokens, +90%).
Chia task thành chuỗi bước có gate. Reliability qua decomposition. JSON output structured.
Classifier router. Voting / sectioning parallel. Khi nào dùng, khi nào không.
Function calling. Tool schema. Side-effect & rate limit. ReAct loop. Code execution & sandboxing.
Plan-and-Execute. Chain-of-Thought & Tree-of-Thought. Self-critique & iterative refinement.
Short / long-term. Vector DB. Embedding & chunking. Re-ranking. Knowledge graph.
MCP protocol & servers. Multi-agent communication. Structured handoff. Khi nào cần A2A.
Input/output filter. Human-in-the-Loop checkpoint. Eval framework: golden tests, judge models, online metrics.
Resource-aware optimization. Tracing & observability. Prioritization. Roll-out an toàn vào production.