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Claude Agentic Systems

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3 Days
CL-300
Classroom Training, Online Training
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Course Description

Overview

This Claude Agentic Systems course is the hands-on technical deep dive shared by the Architect and Developer tracks, and it carries most of the program's implementation weight. Over three days, participants build the systems that the CCA-F exam weights most heavily: agentic loops and multi-agent orchestration, Claude Code configuration and CI/CD workflows, MCP servers in code, and prompt engineering for structured output.

The course is build-led, but each major build is preceded by the design decision behind it — when to add an agent versus a tool, how to decompose a task, what to make deterministic — so learners leave able to both design and implement. All instruction is hands-on with the Claude API, the Agent SDK, MCP, and Claude Code.
 

Objectives

Upon completion of the Claude Agentic Systems course, students will be able to:
  • Make core agentic design decisions before building — agent versus tool, decomposition strategy, and what to make deterministic
  • Implement agentic loops with correct stop_reason handling, tool result management, and termination logic
  • Build multi-agent systems using hub-and-spoke coordinator patterns with correct subagent configuration and context passing
  • Configure CLAUDE.md hierarchy, custom slash commands, skills, and path-specific rules for team development
  • Integrate Claude Code into CI/CD pipelines using non-interactive mode and structured output
  • Build MCP servers in Python with effective tool interfaces and structured error responses
  • Apply few-shot prompting and tool use with JSON schemas to enforce structured output in production
  • Implement validation, retry, and feedback loops for extraction and classification reliability
  • Manage context windows across long documents, multi-turn conversations, and multi-agent handoffs

Audience

Solution architects and developers implementing Claude-based agentic systems. Shared course across the Architect and Developer tracks; required for both on the path to certification.
 

Prerequisites


     

Topics

  • Design Decisions Before You Build
    • Agent versus tool: when a capability belongs in a prompt, a tool, or a separate agent
    • Task decomposition: single loop, pipeline, or coordinator-subagent
    • What to make deterministic versus model-driven, and why it matters for reliability
    • Lab: scope two scenarios into concrete build plans before writing code
  • The Agentic Loop
    • Lifecycle: request, stop_reason inspection, tool execution, result return
    • Model-driven decision-making versus pre-configured tool sequences
    • Anti-patterns: arbitrary iteration caps and natural language termination
    • Lab: implement a correct agentic loop with multi-tool control flow
  • Multi-Agent Orchestration
    • Hub-and-spoke coordinator architecture
    • Task decomposition, delegation, and result aggregation
    • Subagent configuration: the Task tool, allowedTools, and explicit context passing
    • Parallel subagent spawning via multiple Task tool calls
    • Lab: build a multi-agent research pipeline with coordinator and subagents
  • Agent SDK Hooks and Workflow Enforcement
    • PostToolUse hooks for data normalization and compliance
    • Tool call interception for prerequisite enforcement
    • Hooks versus prompt instructions: when deterministic guarantees are required
    • Lab: implement a compliant multi-step workflow with prerequisite gates
  • Claude Code Configuration
    • CLAUDE.md hierarchy: user, project, and directory levels
    • @import syntax and .claude/rules/ for modular configuration
    • Custom slash commands and skills with frontmatter configuration
    • Path-specific rules with glob pattern scoping
    • Plan mode versus direct execution
    • Lab: configure a multi-level CLAUDE.md for a simulated team repository
  • Claude Code in CI/CD
    • The -p flag for non-interactive pipeline execution
    • --output-format json and --json-schema for structured findings
    • Session context isolation: independent review instances versus self-review
    • Lab: build a CI integration that posts structured code review output
  • Building MCP Servers
    • MCP server structure, lifecycle, and transport mechanisms
    • Implementing tool handlers with correct input and output schemas
    • Exposing content catalogs as resources to reduce exploratory tool calls
    • Structured error responses and the isError flag pattern
    • Lab: build and deploy an MCP server for a realistic integration scenario
  • MCP Integration with Claude Code and the Agent SDK
    • Project-level (.mcp.json) versus user-level scoping
    • Environment variable expansion for credential management
    • Connecting MCP clients to Agent SDK workflows
    • Tool distribution across specialized agents and tool_choice configuration
  • Prompt Engineering for Structured Output
    • Explicit categorical criteria versus vague instructions
    • Few-shot prompting for consistent format and edge case handling
    • Tool use with JSON schemas for guaranteed schema-compliant output
    • tool_choice: auto, any, and forced selection
    • Schemas with nullable fields and extensible enum patterns
  • Validation, Retry, and Context Across Long Work
    • Retry-with-error-feedback for self-correction
    • Distinguishing retryable format errors from unresolvable absent information
    • Context window management: persistent data blocks and tool output trimming
    • Batch processing and multi-instance review architectures
  • Capstone: Design and Build a Multi-Agent System
    • Design a coordinator-subagent system for a realistic scenario (e.g., a research-and-synthesis pipeline or a support-resolution agent with escalation)
    • Implement the agentic loops, subagent delegation, and MCP-backed tools the design requires
    • Add structured-output enforcement, validation, and human-in-the-loop gates where the design calls for them
    • Demonstrate the working system and walk through the design decisions behind it
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