analysis_claude_code/agents/s04_subagent.py
CrazyBoyM c6a27ef1d7 feat: build an AI agent from 0 to 1 -- 11 progressive sessions
- 11 sessions from basic agent loop to autonomous teams
- Python MVP implementations for each session
- Mental-model-first docs in en/zh/ja
- Interactive web platform with step-through visualizations
- Incremental architecture: each session adds one mechanism
2026-02-21 17:02:43 +08:00

179 lines
7.3 KiB
Python

#!/usr/bin/env python3
"""
s04_subagent.py - Subagents
Spawn a child agent with fresh messages=[]. The child works in its own
context, sharing the filesystem, then returns only a summary to the parent.
Parent agent Subagent
+------------------+ +------------------+
| messages=[...] | | messages=[] | <-- fresh
| | dispatch | |
| tool: task | ---------->| while tool_use: |
| prompt="..." | | call tools |
| description="" | | append results |
| | summary | |
| result = "..." | <--------- | return last text |
+------------------+ +------------------+
|
Parent context stays clean.
Subagent context is discarded.
Key insight: "Process isolation gives context isolation for free."
"""
import os
import subprocess
from pathlib import Path
from anthropic import Anthropic
from dotenv import load_dotenv
load_dotenv(override=True)
if os.getenv("ANTHROPIC_BASE_URL"):
os.environ.pop("ANTHROPIC_AUTH_TOKEN", None)
WORKDIR = Path.cwd()
client = Anthropic(base_url=os.getenv("ANTHROPIC_BASE_URL"))
MODEL = os.environ["MODEL_ID"]
SYSTEM = f"You are a coding agent at {WORKDIR}. Use the task tool to delegate exploration or subtasks."
SUBAGENT_SYSTEM = f"You are a coding subagent at {WORKDIR}. Complete the given task, then summarize your findings."
# -- Tool implementations shared by parent and child --
def safe_path(p: str) -> Path:
path = (WORKDIR / p).resolve()
if not path.is_relative_to(WORKDIR):
raise ValueError(f"Path escapes workspace: {p}")
return path
def run_bash(command: str) -> str:
dangerous = ["rm -rf /", "sudo", "shutdown", "reboot", "> /dev/"]
if any(d in command for d in dangerous):
return "Error: Dangerous command blocked"
try:
r = subprocess.run(command, shell=True, cwd=WORKDIR,
capture_output=True, text=True, timeout=120)
out = (r.stdout + r.stderr).strip()
return out[:50000] if out else "(no output)"
except subprocess.TimeoutExpired:
return "Error: Timeout (120s)"
def run_read(path: str, limit: int = None) -> str:
try:
lines = safe_path(path).read_text().splitlines()
if limit and limit < len(lines):
lines = lines[:limit] + [f"... ({len(lines) - limit} more)"]
return "\n".join(lines)[:50000]
except Exception as e:
return f"Error: {e}"
def run_write(path: str, content: str) -> str:
try:
fp = safe_path(path)
fp.parent.mkdir(parents=True, exist_ok=True)
fp.write_text(content)
return f"Wrote {len(content)} bytes"
except Exception as e:
return f"Error: {e}"
def run_edit(path: str, old_text: str, new_text: str) -> str:
try:
fp = safe_path(path)
content = fp.read_text()
if old_text not in content:
return f"Error: Text not found in {path}"
fp.write_text(content.replace(old_text, new_text, 1))
return f"Edited {path}"
except Exception as e:
return f"Error: {e}"
TOOL_HANDLERS = {
"bash": lambda **kw: run_bash(kw["command"]),
"read_file": lambda **kw: run_read(kw["path"], kw.get("limit")),
"write_file": lambda **kw: run_write(kw["path"], kw["content"]),
"edit_file": lambda **kw: run_edit(kw["path"], kw["old_text"], kw["new_text"]),
}
# Child gets all base tools except task (no recursive spawning)
CHILD_TOOLS = [
{"name": "bash", "description": "Run a shell command.",
"input_schema": {"type": "object", "properties": {"command": {"type": "string"}}, "required": ["command"]}},
{"name": "read_file", "description": "Read file contents.",
"input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "limit": {"type": "integer"}}, "required": ["path"]}},
{"name": "write_file", "description": "Write content to file.",
"input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "content": {"type": "string"}}, "required": ["path", "content"]}},
{"name": "edit_file", "description": "Replace exact text in file.",
"input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "old_text": {"type": "string"}, "new_text": {"type": "string"}}, "required": ["path", "old_text", "new_text"]}},
]
# -- Subagent: fresh context, filtered tools, summary-only return --
def run_subagent(prompt: str) -> str:
sub_messages = [{"role": "user", "content": prompt}] # fresh context
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) if handler else f"Unknown tool: {block.name}"
results.append({"type": "tool_result", "tool_use_id": block.id, "content": str(output)[:50000]})
sub_messages.append({"role": "user", "content": results})
# Only the final text returns to the parent -- child context is discarded
return "".join(b.text for b in response.content if hasattr(b, "text")) or "(no summary)"
# -- Parent tools: base tools + task dispatcher --
PARENT_TOOLS = CHILD_TOOLS + [
{"name": "task", "description": "Spawn a subagent with fresh context. It shares the filesystem but not conversation history.",
"input_schema": {"type": "object", "properties": {"prompt": {"type": "string"}, "description": {"type": "string", "description": "Short description of the task"}}, "required": ["prompt"]}},
]
def agent_loop(messages: list):
while True:
response = client.messages.create(
model=MODEL, system=SYSTEM, messages=messages,
tools=PARENT_TOOLS, max_tokens=8000,
)
messages.append({"role": "assistant", "content": response.content})
if response.stop_reason != "tool_use":
return
results = []
for block in response.content:
if block.type == "tool_use":
if block.name == "task":
desc = block.input.get("description", "subtask")
print(f"> task ({desc}): {block.input['prompt'][:80]}")
output = run_subagent(block.input["prompt"])
else:
handler = TOOL_HANDLERS.get(block.name)
output = handler(**block.input) if handler else f"Unknown tool: {block.name}"
print(f" {str(output)[:200]}")
results.append({"type": "tool_result", "tool_use_id": block.id, "content": str(output)})
messages.append({"role": "user", "content": results})
if __name__ == "__main__":
history = []
while True:
try:
query = input("\033[36ms04 >> \033[0m")
except (EOFError, KeyboardInterrupt):
break
if query.strip().lower() in ("q", "exit", ""):
break
history.append({"role": "user", "content": query})
agent_loop(history)
print()