Tài liệu ôn CCAR-F

Thiết kế hệ thống agent production với Claude Code, Agent SDK, API và MCP.

• 1.1 Design and implement agentic loops for autonomous task execution
• 1.2 Orchestrate multi-agent systems with coordinator-subagent patterns
• 1.3 Configure subagent invocation, context passing, and spawning
• 1.4 Implement multi-step workflows with enforcement and handoff patterns
• 1.5 Apply Agent SDK hooks for tool call interception and data normalization
• 1.6 Design task decomposition strategies for complex workflows
• 1.7 Manage session state, resumption, and forking
• 2.1 Design effective tool interfaces with clear descriptions and boundaries
• 2.2 Implement structured error responses for MCP tools
• 2.3 Distribute tools appropriately across agents and configure tool choice
• 2.4 Integrate MCP servers into Claude Code and agent workflows
• 2.5 Select and apply built-in tools (Read, Write, Edit, Bash, Grep, Glob) effectively
• 3.1 Configure CLAUDE.md files with appropriate hierarchy, scoping, and modular organization
• 3.2 Create and configure custom slash commands and skills
• 3.3 Apply path-specific rules for conditional convention loading
• 3.4 Determine when to use plan mode vs direct execution
• 3.5 Apply iterative refinement techniques for progressive improvement
• 3.6 Integrate Claude Code into CI/CD pipelines
• 4.1 Design prompts with explicit criteria to improve precision and reduce false positives
• 4.2 Apply few-shot prompting to improve output consistency and quality
• 4.3 Enforce structured output using tool use and JSON schemas
• 4.4 Implement validation, retry, and feedback loops for extraction quality
• 4.5 Design efficient batch processing strategies
• 4.6 Design multi-instance and multi-pass review architectures
• 5.1 Manage conversation context to preserve critical information across long interactions
• 5.2 Design effective escalation and ambiguity resolution patterns
• 5.3 Implement error propagation strategies across multi-agent systems
• 5.4 Manage context effectively in large codebase exploration
• 5.5 Design human review workflows and confidence calibration
• 5.6 Preserve information provenance and handle uncertainty in multi-source synthesis