mirror of
https://github.com/shareAI-lab/analysis_claude_code.git
synced 2026-09-20 12:13:38 +08:00
Refine course progression and runtime safety
This commit is contained in:
@@ -1,39 +1,33 @@
|
||||
#!/usr/bin/env python3
|
||||
"""
|
||||
s06: Subagent — spawn sub-agents with fresh messages[] for context isolation.
|
||||
s06_subagent.py - Subagents
|
||||
|
||||
Parent Agent Subagent
|
||||
+------------------+ +------------------+
|
||||
| messages=[...] | | messages=[task] | <-- fresh
|
||||
| | dispatch | |
|
||||
| tool: task | ---------------> | own while loop |
|
||||
| prompt="..." | | bash/read/... |
|
||||
| | summary only | (max 30 turns) |
|
||||
| result = "..." | <--------------- | return last text |
|
||||
+------------------+ +------------------+
|
||||
^ |
|
||||
| intermediate results DISCARDED |
|
||||
+--------------------------------------+
|
||||
The task tool runs a second agent loop with a fresh message list. Both
|
||||
loops share the working directory, but only the final text returns to
|
||||
the parent conversation.
|
||||
|
||||
Subagent tools: bash, read, write, edit, glob (NO task — no recursion)
|
||||
Parent agent Subagent
|
||||
+------------------+ +------------------+
|
||||
| messages=[...] | | messages=[prompt]|
|
||||
| | task | |
|
||||
| tool: task | ---------> | own agent loop |
|
||||
| | | base tools only |
|
||||
| tool_result | <--------- | final text |
|
||||
+------------------+ +------------------+
|
||||
|
||||
Changes from s05:
|
||||
+ task tool + spawn_subagent() with fresh messages[]
|
||||
+ Safety limit: max 30 turns per subagent
|
||||
+ extract_text() helper
|
||||
Subagent cannot spawn sub-subagents (no task tool in sub_tools).
|
||||
Main loop unchanged: task auto-dispatches via TOOL_HANDLERS.
|
||||
|
||||
Run: python s06_subagent/code.py
|
||||
Needs: pip install anthropic python-dotenv + ANTHROPIC_API_KEY in .env
|
||||
The subagent has no task tool, so it cannot delegate again.
|
||||
"""
|
||||
|
||||
import ast, json, os, subprocess
|
||||
import os
|
||||
import subprocess
|
||||
from pathlib import Path
|
||||
|
||||
try:
|
||||
import readline
|
||||
readline.parse_and_bind('set bind-tty-special-chars off')
|
||||
readline.parse_and_bind('set input-meta on')
|
||||
readline.parse_and_bind('set output-meta on')
|
||||
readline.parse_and_bind('set convert-meta off')
|
||||
except ImportError:
|
||||
pass
|
||||
|
||||
@@ -47,61 +41,54 @@ if os.getenv("ANTHROPIC_BASE_URL"):
|
||||
WORKDIR = Path.cwd()
|
||||
client = Anthropic(base_url=os.getenv("ANTHROPIC_BASE_URL"))
|
||||
MODEL = os.environ["MODEL_ID"]
|
||||
CURRENT_TODOS: list[dict] = []
|
||||
|
||||
SYSTEM = (
|
||||
f"You are a coding agent at {WORKDIR}. "
|
||||
"For complex sub-problems, use the task tool to spawn a subagent."
|
||||
"Use task for focused exploration or a self-contained subtask."
|
||||
)
|
||||
|
||||
# s06: subagent gets its own system prompt — no task, no recursion
|
||||
SUB_SYSTEM = (
|
||||
f"You are a coding agent at {WORKDIR}. "
|
||||
"Complete the task you were given, then return a concise summary. "
|
||||
"Do not delegate further."
|
||||
"Complete the given task, then return a concise final answer."
|
||||
)
|
||||
|
||||
|
||||
# ═══════════════════════════════════════════════════════════
|
||||
# FROM s02-s05 (unchanged): Tool Implementations
|
||||
# ═══════════════════════════════════════════════════════════
|
||||
|
||||
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
|
||||
# -- Base tools --
|
||||
|
||||
def run_bash(command: str) -> str:
|
||||
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)"
|
||||
result = subprocess.run(
|
||||
command, shell=True, cwd=WORKDIR,
|
||||
capture_output=True, text=True, timeout=120,
|
||||
)
|
||||
output = (result.stdout + result.stderr).strip()
|
||||
return output[:50000] if output else "(no output)"
|
||||
except subprocess.TimeoutExpired:
|
||||
return "Error: Timeout (120s)"
|
||||
|
||||
|
||||
def run_read(path: str, limit: int | None = None) -> str:
|
||||
try:
|
||||
lines = safe_path(path).read_text().splitlines()
|
||||
lines = (WORKDIR / path).resolve().read_text().splitlines()
|
||||
if limit and limit < len(lines):
|
||||
lines = lines[:limit] + [f"... ({len(lines) - limit} more lines)"]
|
||||
return "\n".join(lines)
|
||||
except Exception as e:
|
||||
return f"Error: {e}"
|
||||
|
||||
|
||||
def run_write(path: str, content: str) -> str:
|
||||
try:
|
||||
file_path = safe_path(path)
|
||||
file_path = (WORKDIR / path).resolve()
|
||||
file_path.parent.mkdir(parents=True, exist_ok=True)
|
||||
file_path.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:
|
||||
file_path = safe_path(path)
|
||||
file_path = (WORKDIR / path).resolve()
|
||||
text = file_path.read_text()
|
||||
if old_text not in text:
|
||||
return f"Error: text not found in {path}"
|
||||
@@ -110,51 +97,20 @@ def run_edit(path: str, old_text: str, new_text: str) -> str:
|
||||
except Exception as e:
|
||||
return f"Error: {e}"
|
||||
|
||||
|
||||
def run_glob(pattern: str) -> str:
|
||||
import glob as g
|
||||
import glob
|
||||
try:
|
||||
results = []
|
||||
for match in g.glob(pattern, root_dir=WORKDIR):
|
||||
matches = []
|
||||
for match in glob.glob(pattern, root_dir=WORKDIR):
|
||||
if (WORKDIR / match).resolve().is_relative_to(WORKDIR):
|
||||
results.append(match)
|
||||
return "\n".join(results) if results else "(no matches)"
|
||||
matches.append(match)
|
||||
return "\n".join(matches) if matches else "(no matches)"
|
||||
except Exception as e:
|
||||
return f"Error: {e}"
|
||||
|
||||
def _normalize_todos(todos):
|
||||
if isinstance(todos, str):
|
||||
try:
|
||||
todos = json.loads(todos)
|
||||
except json.JSONDecodeError:
|
||||
try:
|
||||
todos = ast.literal_eval(todos)
|
||||
except (SyntaxError, ValueError):
|
||||
return None, "Error: todos must be a list or JSON array string"
|
||||
if not isinstance(todos, list):
|
||||
return None, "Error: todos must be a list"
|
||||
for i, t in enumerate(todos):
|
||||
if not isinstance(t, dict):
|
||||
return None, f"Error: todos[{i}] must be an object"
|
||||
if "content" not in t or "status" not in t:
|
||||
return None, f"Error: todos[{i}] missing 'content' or 'status'"
|
||||
if t["status"] not in ("pending", "in_progress", "completed"):
|
||||
return None, f"Error: todos[{i}] has invalid status '{t['status']}'"
|
||||
return todos, None
|
||||
|
||||
def run_todo_write(todos: list) -> str:
|
||||
global CURRENT_TODOS
|
||||
todos, error = _normalize_todos(todos)
|
||||
if error:
|
||||
return error
|
||||
CURRENT_TODOS = todos
|
||||
lines = ["\n\033[33m## Current Tasks\033[0m"]
|
||||
for t in CURRENT_TODOS:
|
||||
icon = {"pending": " ", "in_progress": "\033[36m▸\033[0m", "completed": "\033[32m✓\033[0m"}[t["status"]]
|
||||
lines.append(f" [{icon}] {t['content']}")
|
||||
print("\n".join(lines))
|
||||
return f"Updated {len(CURRENT_TODOS)} tasks"
|
||||
|
||||
TOOLS = [
|
||||
BASE_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.",
|
||||
@@ -165,107 +121,26 @@ TOOLS = [
|
||||
"input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "old_text": {"type": "string"}, "new_text": {"type": "string"}}, "required": ["path", "old_text", "new_text"]}},
|
||||
{"name": "glob", "description": "Find files matching a glob pattern.",
|
||||
"input_schema": {"type": "object", "properties": {"pattern": {"type": "string"}}, "required": ["pattern"]}},
|
||||
{"name": "todo_write", "description": "Create and manage a task list for your current coding session.",
|
||||
"input_schema": {"type": "object", "properties": {"todos": {"type": "array", "items": {"type": "object", "properties": {"content": {"type": "string"}, "status": {"type": "string", "enum": ["pending", "in_progress", "completed"]}}, "required": ["content", "status"]}}}, "required": ["todos"]}},
|
||||
]
|
||||
|
||||
TOOL_HANDLERS = {
|
||||
"bash": run_bash, "read_file": run_read, "write_file": run_write,
|
||||
"edit_file": run_edit, "glob": run_glob, "todo_write": run_todo_write,
|
||||
BASE_HANDLERS = {
|
||||
"bash": run_bash,
|
||||
"read_file": run_read,
|
||||
"write_file": run_write,
|
||||
"edit_file": run_edit,
|
||||
"glob": run_glob,
|
||||
}
|
||||
|
||||
|
||||
# ═══════════════════════════════════════════════════════════
|
||||
# NEW in s06: Subagent — fresh messages[], summary only
|
||||
# ═══════════════════════════════════════════════════════════
|
||||
|
||||
SUB_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"}}, "required": ["path"]}},
|
||||
{"name": "write_file", "description": "Write content to a file.",
|
||||
"input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "content": {"type": "string"}}, "required": ["path", "content"]}},
|
||||
{"name": "edit_file", "description": "Replace exact text in a file once.",
|
||||
"input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "old_text": {"type": "string"}, "new_text": {"type": "string"}}, "required": ["path", "old_text", "new_text"]}},
|
||||
{"name": "glob", "description": "Find files matching a glob pattern.",
|
||||
"input_schema": {"type": "object", "properties": {"pattern": {"type": "string"}}, "required": ["pattern"]}},
|
||||
]
|
||||
# NO "task" tool — prevent recursive spawning
|
||||
|
||||
SUB_HANDLERS = {
|
||||
"bash": run_bash, "read_file": run_read, "write_file": run_write,
|
||||
"edit_file": run_edit, "glob": run_glob,
|
||||
}
|
||||
|
||||
def extract_text(content) -> str:
|
||||
"""Extract text from message content blocks."""
|
||||
if not isinstance(content, list):
|
||||
return str(content)
|
||||
return "\n".join(getattr(b, "text", "") for b in content if getattr(b, "type", None) == "text")
|
||||
|
||||
def spawn_subagent(description: str) -> str:
|
||||
"""Spawn a subagent with fresh messages[], return summary only."""
|
||||
print(f"\n\033[35m[Subagent spawned]\033[0m")
|
||||
messages = [{"role": "user", "content": description}] # fresh context
|
||||
|
||||
for _ in range(30): # safety limit
|
||||
response = client.messages.create(
|
||||
model=MODEL, system=SUB_SYSTEM,
|
||||
messages=messages, tools=SUB_TOOLS, max_tokens=8000,
|
||||
)
|
||||
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":
|
||||
# Issue 1: subagent also runs hooks (permissions apply)
|
||||
blocked = trigger_hooks("PreToolUse", block)
|
||||
if blocked:
|
||||
results.append({"type": "tool_result", "tool_use_id": block.id,
|
||||
"content": str(blocked)})
|
||||
continue
|
||||
handler = SUB_HANDLERS.get(block.name)
|
||||
output = handler(**block.input) if handler else f"Unknown: {block.name}"
|
||||
trigger_hooks("PostToolUse", block, output)
|
||||
print(f" \033[90m[sub] {block.name}: {str(output)[:100]}\033[0m")
|
||||
results.append({"type": "tool_result", "tool_use_id": block.id,
|
||||
"content": output})
|
||||
messages.append({"role": "user", "content": results})
|
||||
|
||||
# Issue 5: fallback if safety limit hit during tool_use
|
||||
result = extract_text(messages[-1]["content"])
|
||||
if not result:
|
||||
# last message is tool_result, look backwards for assistant text
|
||||
for msg in reversed(messages):
|
||||
if msg["role"] == "assistant":
|
||||
result = extract_text(msg["content"])
|
||||
if result:
|
||||
break
|
||||
if not result:
|
||||
result = "Subagent stopped after 30 turns without final answer."
|
||||
print(f"\033[35m[Subagent done]\033[0m")
|
||||
return result # only summary, entire message history discarded
|
||||
|
||||
# Add task tool to parent's tools
|
||||
TOOLS.append({
|
||||
"name": "task",
|
||||
"description": "Launch a subagent to handle a complex subtask. Returns only the final conclusion.",
|
||||
"input_schema": {"type": "object", "properties": {"description": {"type": "string"}}, "required": ["description"]},
|
||||
})
|
||||
TOOL_HANDLERS["task"] = spawn_subagent
|
||||
|
||||
|
||||
# ═══════════════════════════════════════════════════════════
|
||||
# FROM s04 (unchanged): Hook System
|
||||
# ═══════════════════════════════════════════════════════════
|
||||
# -- Hooks --
|
||||
|
||||
HOOKS = {"UserPromptSubmit": [], "PreToolUse": [], "PostToolUse": [], "Stop": []}
|
||||
|
||||
|
||||
def register_hook(event: str, callback):
|
||||
HOOKS[event].append(callback)
|
||||
|
||||
|
||||
def trigger_hooks(event: str, *args):
|
||||
for callback in HOOKS[event]:
|
||||
result = callback(*args)
|
||||
@@ -273,57 +148,175 @@ def trigger_hooks(event: str, *args):
|
||||
return result
|
||||
return None
|
||||
|
||||
|
||||
DENY_LIST = ["rm -rf /", "sudo", "shutdown", "reboot", "mkfs", "dd if="]
|
||||
DESTRUCTIVE = ["rm ", "> /etc/", "chmod 777"]
|
||||
|
||||
|
||||
def permission_hook(block):
|
||||
"""PreToolUse: deny list check."""
|
||||
"""PreToolUse: block denied operations and ask about risky ones."""
|
||||
if block.name == "bash":
|
||||
for p in DENY_LIST:
|
||||
if p in block.input.get("command", ""):
|
||||
print(f"\n\033[31m⛔ Blocked: '{p}'\033[0m")
|
||||
return "Permission denied"
|
||||
command = block.input.get("command", "")
|
||||
for pattern in DENY_LIST:
|
||||
if pattern in command:
|
||||
print(f"\n\033[31m[blocked] '{pattern}'\033[0m")
|
||||
return "Permission denied by deny list"
|
||||
for keyword in DESTRUCTIVE:
|
||||
if keyword in command:
|
||||
print("\n\033[33m[permission] Potentially destructive command\033[0m")
|
||||
print(f" Tool: {block.name}({block.input})")
|
||||
choice = input(" Allow? [y/N] ").strip().lower()
|
||||
if choice not in ("y", "yes"):
|
||||
return "Permission denied by user"
|
||||
|
||||
if block.name in ("read_file", "write_file", "edit_file"):
|
||||
path = block.input.get("path", "")
|
||||
if not (WORKDIR / path).resolve().is_relative_to(WORKDIR):
|
||||
print("\n\033[33m[permission] Access outside workspace\033[0m")
|
||||
print(f" Tool: {block.name}({block.input})")
|
||||
choice = input(" Allow? [y/N] ").strip().lower()
|
||||
if choice not in ("y", "yes"):
|
||||
return "Permission denied by user"
|
||||
return None
|
||||
|
||||
|
||||
def log_hook(block):
|
||||
"""PreToolUse: log tool calls."""
|
||||
print(f"\033[90m[HOOK] {block.name}\033[0m")
|
||||
"""PreToolUse: log every tool call."""
|
||||
args_preview = str(list(block.input.values())[:2])[:60]
|
||||
print(f"\033[90m[HOOK] {block.name}({args_preview})\033[0m")
|
||||
return None
|
||||
|
||||
|
||||
def large_output_hook(block, output):
|
||||
"""PostToolUse: warn on large output."""
|
||||
if len(str(output)) > 100000:
|
||||
print(f"\033[33m[HOOK] Large output from {block.name}: {len(str(output))} chars\033[0m")
|
||||
return None
|
||||
|
||||
|
||||
def context_inject_hook(query: str):
|
||||
"""UserPromptSubmit: log working directory."""
|
||||
"""UserPromptSubmit: log the working directory."""
|
||||
print(f"\033[90m[HOOK] UserPromptSubmit: working in {WORKDIR}\033[0m")
|
||||
return None
|
||||
|
||||
|
||||
def summary_hook(messages: list):
|
||||
"""Stop: print tool call count."""
|
||||
tool_count = sum(1 for m in messages
|
||||
for b in (m.get("content") if isinstance(m.get("content"), list) else [])
|
||||
if isinstance(b, dict) and b.get("type") == "tool_result")
|
||||
"""Stop: print the number of tool results in this message list."""
|
||||
tool_count = sum(
|
||||
1
|
||||
for message in messages
|
||||
for block in (
|
||||
message.get("content")
|
||||
if isinstance(message.get("content"), list)
|
||||
else []
|
||||
)
|
||||
if isinstance(block, dict) and block.get("type") == "tool_result"
|
||||
)
|
||||
print(f"\033[90m[HOOK] Stop: session used {tool_count} tool calls\033[0m")
|
||||
return None
|
||||
|
||||
|
||||
register_hook("UserPromptSubmit", context_inject_hook)
|
||||
register_hook("PreToolUse", permission_hook)
|
||||
register_hook("PreToolUse", log_hook)
|
||||
register_hook("PostToolUse", large_output_hook)
|
||||
register_hook("Stop", summary_hook)
|
||||
|
||||
|
||||
# ═══════════════════════════════════════════════════════════
|
||||
# agent_loop — same as s05 + nag reminder, task auto-dispatches
|
||||
# ═══════════════════════════════════════════════════════════
|
||||
def execute_tool(block, handlers: dict) -> str:
|
||||
blocked = trigger_hooks("PreToolUse", block)
|
||||
if blocked:
|
||||
return str(blocked)
|
||||
|
||||
handler = handlers.get(block.name)
|
||||
try:
|
||||
output = handler(**block.input) if handler else f"Unknown: {block.name}"
|
||||
except Exception as e:
|
||||
output = f"Error: {e}"
|
||||
|
||||
trigger_hooks("PostToolUse", block, output)
|
||||
return str(output)
|
||||
|
||||
|
||||
# -- New in s06: a nested agent loop with fresh messages --
|
||||
|
||||
SUB_TOOLS = list(BASE_TOOLS)
|
||||
SUB_HANDLERS = dict(BASE_HANDLERS)
|
||||
|
||||
|
||||
def extract_text(content) -> str:
|
||||
if not isinstance(content, list):
|
||||
return str(content)
|
||||
return "\n".join(
|
||||
getattr(block, "text", "")
|
||||
for block in content
|
||||
if getattr(block, "type", None) == "text"
|
||||
)
|
||||
|
||||
|
||||
def run_subagent(prompt: str) -> str:
|
||||
print("\n\033[35m[Subagent started]\033[0m")
|
||||
messages = [{"role": "user", "content": prompt}]
|
||||
|
||||
for _ in range(30):
|
||||
response = client.messages.create(
|
||||
model=MODEL,
|
||||
system=SUB_SYSTEM,
|
||||
messages=messages,
|
||||
tools=SUB_TOOLS,
|
||||
max_tokens=8000,
|
||||
)
|
||||
messages.append({"role": "assistant", "content": response.content})
|
||||
|
||||
if response.stop_reason != "tool_use":
|
||||
force = trigger_hooks("Stop", messages)
|
||||
if force:
|
||||
messages.append({"role": "user", "content": force})
|
||||
continue
|
||||
print("\033[35m[Subagent done]\033[0m")
|
||||
return extract_text(response.content) or "(no summary)"
|
||||
|
||||
results = []
|
||||
for block in response.content:
|
||||
if block.type != "tool_use":
|
||||
continue
|
||||
output = execute_tool(block, SUB_HANDLERS)
|
||||
print(f" \033[90m[sub] {block.name}: {output[:100]}\033[0m")
|
||||
results.append({
|
||||
"type": "tool_result",
|
||||
"tool_use_id": block.id,
|
||||
"content": output,
|
||||
})
|
||||
messages.append({"role": "user", "content": results})
|
||||
|
||||
print("\033[35m[Subagent stopped]\033[0m")
|
||||
return "Subagent stopped after 30 turns without a final answer."
|
||||
|
||||
|
||||
TASK_TOOL = {
|
||||
"name": "task",
|
||||
"description": "Run a subagent with fresh conversation context and return its final text.",
|
||||
"input_schema": {
|
||||
"type": "object",
|
||||
"properties": {"prompt": {"type": "string", "minLength": 1}},
|
||||
"required": ["prompt"],
|
||||
},
|
||||
}
|
||||
|
||||
TOOLS = [*BASE_TOOLS, TASK_TOOL]
|
||||
TOOL_HANDLERS = {**BASE_HANDLERS, "task": run_subagent}
|
||||
|
||||
|
||||
# -- Parent agent loop --
|
||||
|
||||
def agent_loop(messages: list):
|
||||
rounds_since_todo = 0
|
||||
while True:
|
||||
# s05: nag reminder
|
||||
if rounds_since_todo >= 3 and messages:
|
||||
messages.append({"role": "user",
|
||||
"content": "<reminder>Update your todos.</reminder>"})
|
||||
rounds_since_todo = 0
|
||||
|
||||
response = client.messages.create(
|
||||
model=MODEL, system=SYSTEM, messages=messages,
|
||||
tools=TOOLS, max_tokens=8000,
|
||||
model=MODEL,
|
||||
system=SYSTEM,
|
||||
messages=messages,
|
||||
tools=TOOLS,
|
||||
max_tokens=8000,
|
||||
)
|
||||
messages.append({"role": "assistant", "content": response.content})
|
||||
|
||||
@@ -334,35 +327,22 @@ def agent_loop(messages: list):
|
||||
continue
|
||||
return
|
||||
|
||||
rounds_since_todo += 1
|
||||
results = []
|
||||
for block in response.content:
|
||||
if block.type != "tool_use":
|
||||
continue
|
||||
|
||||
blocked = trigger_hooks("PreToolUse", block)
|
||||
if blocked:
|
||||
results.append({"type": "tool_result", "tool_use_id": block.id,
|
||||
"content": str(blocked)})
|
||||
continue
|
||||
|
||||
handler = TOOL_HANDLERS.get(block.name)
|
||||
output = handler(**block.input) if handler else f"Unknown: {block.name}"
|
||||
|
||||
trigger_hooks("PostToolUse", block, output)
|
||||
|
||||
if block.name == "todo_write":
|
||||
rounds_since_todo = 0
|
||||
|
||||
results.append({"type": "tool_result", "tool_use_id": block.id,
|
||||
"content": output})
|
||||
|
||||
output = execute_tool(block, TOOL_HANDLERS)
|
||||
results.append({
|
||||
"type": "tool_result",
|
||||
"tool_use_id": block.id,
|
||||
"content": output,
|
||||
})
|
||||
messages.append({"role": "user", "content": results})
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
print("s06: Subagent — spawn sub-agents with fresh context, summary only")
|
||||
print("Type a question, press Enter. Type q to quit.\n")
|
||||
print("s06: Subagent - fresh messages, final text returns")
|
||||
print("Enter a question, press Enter to send. Type q to quit.\n")
|
||||
|
||||
history = []
|
||||
while True:
|
||||
|
||||
Reference in New Issue
Block a user