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

agents/s02_tool_use.py

@@ -0,0 +1,143 @@
+#!/usr/bin/env python3
+"""
+s02_tool_use.py - Tools
+
+The agent loop from s01 didn't change. We just added tools to the array
+and a dispatch map to route calls.
+
+    +----------+      +-------+      +------------------+
+    |   User   | ---> |  LLM  | ---> | Tool Dispatch    |
+    |  prompt  |      |       |      | {                |
+    +----------+      +---+---+      |   bash: run_bash |
+                          ^          |   read: run_read |
+                          |          |   write: run_wr  |
+                          +----------+   edit: run_edit |
+                          tool_result| }                |
+                                     +------------------+
+
+Key insight: "The loop didn't change at all. I just added tools."
+"""
+
+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 tools to solve tasks. Act, don't explain."
+
+
+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:
+        text = safe_path(path).read_text()
+        lines = text.splitlines()
+        if limit and limit < len(lines):
+            lines = lines[:limit] + [f"... ({len(lines) - limit} more lines)"]
+        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 to {path}"
+    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}"
+
+
+# -- The dispatch map: {tool_name: handler} --
+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"]),
+}
+
+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"]}},
+]
+
+
+def agent_loop(messages: list):
+    while True:
+        response = client.messages.create(
+            model=MODEL, system=SYSTEM, messages=messages,
+            tools=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":
+                handler = TOOL_HANDLERS.get(block.name)
+                output = handler(**block.input) if handler else f"Unknown tool: {block.name}"
+                print(f"> {block.name}: {output[:200]}")
+                results.append({"type": "tool_result", "tool_use_id": block.id, "content": output})
+        messages.append({"role": "user", "content": results})
+
+
+if __name__ == "__main__":
+    history = []
+    while True:
+        try:
+            query = input("\033[36ms02 >> \033[0m")
+        except (EOFError, KeyboardInterrupt):
+            break
+        if query.strip().lower() in ("q", "exit", ""):
+            break
+        history.append({"role": "user", "content": query})
+        agent_loop(history)
+        print()