# s04: Subagents `s01 > s02 > s03 > [ s04 ] s05 > s06 | s07 > s08 > s09 > s10 > s11 > s12` > *"Process isolation = context isolation"* -- fresh messages[] per subagent. ## Problem As the agent works, its messages array grows. Every file read, every bash output stays in context permanently. "What testing framework does this project use?" might require reading 5 files, but the parent only needs the answer: "pytest." ## Solution ``` Parent agent Subagent +------------------+ +------------------+ | messages=[...] | | messages=[] | <-- fresh | | dispatch | | | tool: task | ----------> | while tool_use: | | prompt="..." | | call tools | | | summary | append results | | result = "..." | <---------- | return last text | +------------------+ +------------------+ Parent context stays clean. Subagent context is discarded. ``` ## How It Works 1. The parent gets a `task` tool. The child gets all base tools except `task` (no recursive spawning). ```python PARENT_TOOLS = CHILD_TOOLS + [ {"name": "task", "description": "Spawn a subagent with fresh context.", "input_schema": { "type": "object", "properties": {"prompt": {"type": "string"}}, "required": ["prompt"], }}, ] ``` 2. The subagent starts with `messages=[]` and runs its own loop. Only the final text returns to the parent. ```python def run_subagent(prompt: str) -> str: sub_messages = [{"role": "user", "content": prompt}] for _ in range(30): # safety limit response = client.messages.create( model=MODEL, system=SUBAGENT_SYSTEM, messages=sub_messages, tools=CHILD_TOOLS, max_tokens=8000, ) sub_messages.append({"role": "assistant", "content": response.content}) if response.stop_reason != "tool_use": break results = [] for block in response.content: if block.type == "tool_use": handler = TOOL_HANDLERS.get(block.name) output = handler(**block.input) results.append({"type": "tool_result", "tool_use_id": block.id, "content": str(output)[:50000]}) sub_messages.append({"role": "user", "content": results}) return "".join( b.text for b in response.content if hasattr(b, "text") ) or "(no summary)" ``` The child's entire message history (possibly 30+ tool calls) is discarded. The parent receives a one-paragraph summary as a normal `tool_result`. ## What Changed From s03 | Component | Before (s03) | After (s04) | |----------------|------------------|---------------------------| | Tools | 5 | 5 (base) + task (parent) | | Context | Single shared | Parent + child isolation | | Subagent | None | `run_subagent()` function | | Return value | N/A | Summary text only | ## Try It ```sh cd learn-claude-code python agents/s04_subagent.py ``` 1. `Use a subtask to find what testing framework this project uses` 2. `Delegate: read all .py files and summarize what each one does` 3. `Use a task to create a new module, then verify it from here`