Agentic AI Notebook
Phase 12

Context Management

~2 min read

Concept & How It Works

  • Key points are in the visual diagram above.

Learn these elsewhere (not covered in depth here)

  • Context Engineering — Phase 6

Why Does It Exist?

Claude Code survived long sessions because context was engineered, not concatenated.

Real-World Analogy

The SDK is the dishwasher. You still decide what plates go in.
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Visual Workflows

What is Context Management?

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Example

Scenario

The SDK is the dishwasher. You still decide what plates go in.

Solution

In Claude Agent SDK, apply Context Management to this scenario: The SDK is the dishwasher. Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.

Practice Task

Do this before moving to the next module — reading alone is not enough.

Open the Code Walkthrough below and run it locally. Change one parameter related to Context Management (e.g. model, temperature, top_k, or tool name), observe the difference in output, and write 2–3 sentences explaining what changed.

Code Walkthrough

Highlighted lines show where Context Management happens in the code.

Context Management
1# Context Management — minimal example2from openai import OpenAI3
4client = OpenAI()  # create API client5
6# Ask the model to explain this topic7response = client.chat.completions.create(  # core API call for Context Management8    model="gpt-4o-mini",9    messages=[10        {"role": "system", "content": "You explain context management clearly."},11        {"role": "user", "content": f"What is context management?"},12    ],13    temperature=0,14)15print(response.choices[0].message.content)  # show output for debugging

Commands to Remember

Commands to Remember

  • npm install @anthropic-ai/claude-agent-sdk # Claude Agent SDK
  • pip install claude-agent-sdk # Python Claude Agent SDK

Common Mistakes

  • Skipping evaluation for Context Management before production
  • No logging or tracing around claude context steps
  • Ignoring cost and latency implications

Cheat Sheet

Quick recap — the most important points from this module.

Cheat Sheet

quick ref
  • The SDK exposes context management: compaction, pinned rules, trimmed tool resul