mirror of
https://github.com/shareAI-lab/analysis_claude_code.git
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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
This commit is contained in:
CrazyBoyM
732
agents/s_full.py
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732
agents/s_full.py
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#!/usr/bin/env python3
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"""
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s_full.py - Full Reference Agent
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Capstone implementation combining every mechanism from s01-s11.
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NOT a teaching session -- this is the "put it all together" reference.
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+------------------------------------------------------------------+
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| FULL AGENT |
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| |
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| System prompt (s05 skills, s03 todo nag) |
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| |
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| Before each LLM call: |
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| +--------------------+ +------------------+ +--------------+ |
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| | Microcompact (s06) | | Drain bg (s08) | | Check inbox | |
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| | Auto-compact (s06) | | notifications | | (s09) | |
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| +--------------------+ +------------------+ +--------------+ |
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| |
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| Tool dispatch (s02 pattern): |
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| +--------+----------+----------+---------+-----------+ |
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| | bash | read | write | edit | TodoWrite | |
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| | task | load_sk | compress | bg_run | bg_check | |
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| | t_crt | t_get | t_upd | t_list | spawn_tm | |
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| | list_tm| send_msg | rd_inbox | bcast | shutdown | |
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| | plan | idle | claim | | | |
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| +--------+----------+----------+---------+-----------+ |
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| |
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| Subagent (s04): spawn -> work -> return summary |
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| Teammate (s09): spawn -> work -> idle -> auto-claim (s11) |
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| Shutdown (s10): request_id handshake |
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| Plan gate (s10): submit -> approve/reject |
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+------------------------------------------------------------------+
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REPL commands: /compact /tasks /team /inbox
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"""
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import json
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import os
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import re
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import subprocess
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import threading
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import time
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import uuid
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from pathlib import Path
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from queue import Queue
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from anthropic import Anthropic
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from dotenv import load_dotenv
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load_dotenv(override=True)
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if os.getenv("ANTHROPIC_BASE_URL"):
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os.environ.pop("ANTHROPIC_AUTH_TOKEN", None)
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WORKDIR = Path.cwd()
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client = Anthropic(base_url=os.getenv("ANTHROPIC_BASE_URL"))
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MODEL = os.environ["MODEL_ID"]
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TEAM_DIR = WORKDIR / ".team"
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INBOX_DIR = TEAM_DIR / "inbox"
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TASKS_DIR = WORKDIR / ".tasks"
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SKILLS_DIR = WORKDIR / "skills"
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TRANSCRIPT_DIR = WORKDIR / ".transcripts"
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TOKEN_THRESHOLD = 100000
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POLL_INTERVAL = 5
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IDLE_TIMEOUT = 60
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VALID_MSG_TYPES = {"message", "broadcast", "shutdown_request",
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"shutdown_response", "plan_approval_response"}
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# === SECTION: base_tools ===
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def safe_path(p: str) -> Path:
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path = (WORKDIR / p).resolve()
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if not path.is_relative_to(WORKDIR):
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raise ValueError(f"Path escapes workspace: {p}")
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return path
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def run_bash(command: str) -> str:
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dangerous = ["rm -rf /", "sudo", "shutdown", "reboot", "> /dev/"]
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if any(d in command for d in dangerous):
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return "Error: Dangerous command blocked"
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try:
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r = subprocess.run(command, shell=True, cwd=WORKDIR,
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capture_output=True, text=True, timeout=120)
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out = (r.stdout + r.stderr).strip()
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return out[:50000] if out else "(no output)"
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except subprocess.TimeoutExpired:
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return "Error: Timeout (120s)"
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def run_read(path: str, limit: int = None) -> str:
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try:
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lines = safe_path(path).read_text().splitlines()
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if limit and limit < len(lines):
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lines = lines[:limit] + [f"... ({len(lines) - limit} more)"]
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return "\n".join(lines)[:50000]
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except Exception as e:
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return f"Error: {e}"
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def run_write(path: str, content: str) -> str:
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try:
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fp = safe_path(path)
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fp.parent.mkdir(parents=True, exist_ok=True)
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fp.write_text(content)
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return f"Wrote {len(content)} bytes to {path}"
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except Exception as e:
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return f"Error: {e}"
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def run_edit(path: str, old_text: str, new_text: str) -> str:
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try:
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fp = safe_path(path)
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c = fp.read_text()
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if old_text not in c:
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return f"Error: Text not found in {path}"
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fp.write_text(c.replace(old_text, new_text, 1))
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return f"Edited {path}"
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except Exception as e:
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return f"Error: {e}"
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# === SECTION: todos (s03) ===
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class TodoManager:
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def __init__(self):
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self.items = []
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def update(self, items: list) -> str:
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validated, ip = [], 0
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for i, item in enumerate(items):
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content = str(item.get("content", "")).strip()
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status = str(item.get("status", "pending")).lower()
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af = str(item.get("activeForm", "")).strip()
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if not content: raise ValueError(f"Item {i}: content required")
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if status not in ("pending", "in_progress", "completed"):
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raise ValueError(f"Item {i}: invalid status '{status}'")
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if not af: raise ValueError(f"Item {i}: activeForm required")
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if status == "in_progress": ip += 1
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validated.append({"content": content, "status": status, "activeForm": af})
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if len(validated) > 20: raise ValueError("Max 20 todos")
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if ip > 1: raise ValueError("Only one in_progress allowed")
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self.items = validated
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return self.render()
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def render(self) -> str:
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if not self.items: return "No todos."
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lines = []
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for item in self.items:
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m = {"completed": "[x]", "in_progress": "[>]", "pending": "[ ]"}.get(item["status"], "[?]")
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suffix = f" <- {item['activeForm']}" if item["status"] == "in_progress" else ""
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lines.append(f"{m} {item['content']}{suffix}")
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done = sum(1 for t in self.items if t["status"] == "completed")
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lines.append(f"\n({done}/{len(self.items)} completed)")
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return "\n".join(lines)
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# === SECTION: subagent (s04) ===
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def run_subagent(prompt: str, agent_type: str = "Explore") -> str:
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sub_tools = [
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{"name": "bash", "description": "Run command.",
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"input_schema": {"type": "object", "properties": {"command": {"type": "string"}}, "required": ["command"]}},
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{"name": "read_file", "description": "Read file.",
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"input_schema": {"type": "object", "properties": {"path": {"type": "string"}}, "required": ["path"]}},
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]
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if agent_type != "Explore":
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sub_tools += [
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{"name": "write_file", "description": "Write file.",
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"input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "content": {"type": "string"}}, "required": ["path", "content"]}},
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{"name": "edit_file", "description": "Edit file.",
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"input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "old_text": {"type": "string"}, "new_text": {"type": "string"}}, "required": ["path", "old_text", "new_text"]}},
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]
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sub_handlers = {
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"bash": lambda **kw: run_bash(kw["command"]),
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"read_file": lambda **kw: run_read(kw["path"]),
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"write_file": lambda **kw: run_write(kw["path"], kw["content"]),
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"edit_file": lambda **kw: run_edit(kw["path"], kw["old_text"], kw["new_text"]),
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}
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sub_msgs = [{"role": "user", "content": prompt}]
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resp = None
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for _ in range(30):
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resp = client.messages.create(model=MODEL, messages=sub_msgs, tools=sub_tools, max_tokens=8000)
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sub_msgs.append({"role": "assistant", "content": resp.content})
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if resp.stop_reason != "tool_use":
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break
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results = []
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for b in resp.content:
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if b.type == "tool_use":
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h = sub_handlers.get(b.name, lambda **kw: "Unknown tool")
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results.append({"type": "tool_result", "tool_use_id": b.id, "content": str(h(**b.input))[:50000]})
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sub_msgs.append({"role": "user", "content": results})
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if resp:
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return "".join(b.text for b in resp.content if hasattr(b, "text")) or "(no summary)"
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return "(subagent failed)"
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# === SECTION: skills (s05) ===
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class SkillLoader:
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def __init__(self, skills_dir: Path):
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self.skills = {}
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if skills_dir.exists():
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for f in sorted(skills_dir.glob("*.md")):
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text = f.read_text()
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match = re.match(r"^---\n(.*?)\n---\n(.*)", text, re.DOTALL)
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meta, body = {}, text
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if match:
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for line in match.group(1).strip().splitlines():
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if ":" in line:
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k, v = line.split(":", 1)
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meta[k.strip()] = v.strip()
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body = match.group(2).strip()
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self.skills[f.stem] = {"meta": meta, "body": body}
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def descriptions(self) -> str:
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if not self.skills: return "(no skills)"
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return "\n".join(f" - {n}: {s['meta'].get('description', '-')}" for n, s in self.skills.items())
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def load(self, name: str) -> str:
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s = self.skills.get(name)
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if not s: return f"Error: Unknown skill '{name}'. Available: {', '.join(self.skills.keys())}"
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return f"<skill name=\"{name}\">\n{s['body']}\n</skill>"
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# === SECTION: compression (s06) ===
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def estimate_tokens(messages: list) -> int:
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return len(json.dumps(messages, default=str)) // 4
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def microcompact(messages: list):
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indices = []
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for i, msg in enumerate(messages):
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if msg["role"] == "user" and isinstance(msg.get("content"), list):
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for part in msg["content"]:
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if isinstance(part, dict) and part.get("type") == "tool_result":
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indices.append(part)
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if len(indices) <= 3:
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return
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for part in indices[:-3]:
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if isinstance(part.get("content"), str) and len(part["content"]) > 100:
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part["content"] = "[cleared]"
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def auto_compact(messages: list) -> list:
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TRANSCRIPT_DIR.mkdir(exist_ok=True)
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path = TRANSCRIPT_DIR / f"transcript_{int(time.time())}.jsonl"
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with open(path, "w") as f:
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for msg in messages:
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f.write(json.dumps(msg, default=str) + "\n")
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conv_text = json.dumps(messages, default=str)[:80000]
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resp = client.messages.create(
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model=MODEL,
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messages=[{"role": "user", "content": f"Summarize for continuity:\n{conv_text}"}],
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max_tokens=2000,
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)
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summary = resp.content[0].text
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return [
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{"role": "user", "content": f"[Compressed. Transcript: {path}]\n{summary}"},
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{"role": "assistant", "content": "Understood. Continuing with summary context."},
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]
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# === SECTION: file_tasks (s07) ===
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class TaskManager:
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def __init__(self):
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TASKS_DIR.mkdir(exist_ok=True)
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def _next_id(self) -> int:
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ids = [int(f.stem.split("_")[1]) for f in TASKS_DIR.glob("task_*.json")]
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return max(ids, default=0) + 1
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def _load(self, tid: int) -> dict:
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p = TASKS_DIR / f"task_{tid}.json"
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if not p.exists(): raise ValueError(f"Task {tid} not found")
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return json.loads(p.read_text())
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def _save(self, task: dict):
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(TASKS_DIR / f"task_{task['id']}.json").write_text(json.dumps(task, indent=2))
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def create(self, subject: str, description: str = "") -> str:
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task = {"id": self._next_id(), "subject": subject, "description": description,
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"status": "pending", "owner": None, "blockedBy": [], "blocks": []}
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self._save(task)
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return json.dumps(task, indent=2)
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def get(self, tid: int) -> str:
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return json.dumps(self._load(tid), indent=2)
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def update(self, tid: int, status: str = None,
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add_blocked_by: list = None, add_blocks: list = None) -> str:
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task = self._load(tid)
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if status:
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task["status"] = status
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if status == "completed":
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for f in TASKS_DIR.glob("task_*.json"):
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t = json.loads(f.read_text())
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if tid in t.get("blockedBy", []):
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t["blockedBy"].remove(tid)
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self._save(t)
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if status == "deleted":
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(TASKS_DIR / f"task_{tid}.json").unlink(missing_ok=True)
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return f"Task {tid} deleted"
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if add_blocked_by:
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task["blockedBy"] = list(set(task["blockedBy"] + add_blocked_by))
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if add_blocks:
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task["blocks"] = list(set(task["blocks"] + add_blocks))
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self._save(task)
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return json.dumps(task, indent=2)
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def list_all(self) -> str:
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tasks = [json.loads(f.read_text()) for f in sorted(TASKS_DIR.glob("task_*.json"))]
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if not tasks: return "No tasks."
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lines = []
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for t in tasks:
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m = {"pending": "[ ]", "in_progress": "[>]", "completed": "[x]"}.get(t["status"], "[?]")
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owner = f" @{t['owner']}" if t.get("owner") else ""
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blocked = f" (blocked by: {t['blockedBy']})" if t.get("blockedBy") else ""
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lines.append(f"{m} #{t['id']}: {t['subject']}{owner}{blocked}")
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return "\n".join(lines)
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def claim(self, tid: int, owner: str) -> str:
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task = self._load(tid)
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task["owner"] = owner
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task["status"] = "in_progress"
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self._save(task)
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return f"Claimed task #{tid} for {owner}"
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# === SECTION: background (s08) ===
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class BackgroundManager:
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def __init__(self):
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self.tasks = {}
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self.notifications = Queue()
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def run(self, command: str, timeout: int = 120) -> str:
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tid = str(uuid.uuid4())[:8]
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self.tasks[tid] = {"status": "running", "command": command, "result": None}
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threading.Thread(target=self._exec, args=(tid, command, timeout), daemon=True).start()
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return f"Background task {tid} started: {command[:80]}"
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def _exec(self, tid: str, command: str, timeout: int):
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try:
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r = subprocess.run(command, shell=True, cwd=WORKDIR,
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capture_output=True, text=True, timeout=timeout)
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output = (r.stdout + r.stderr).strip()[:50000]
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self.tasks[tid].update({"status": "completed", "result": output or "(no output)"})
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except Exception as e:
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self.tasks[tid].update({"status": "error", "result": str(e)})
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self.notifications.put({"task_id": tid, "status": self.tasks[tid]["status"],
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"result": self.tasks[tid]["result"][:500]})
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def check(self, tid: str = None) -> str:
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if tid:
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t = self.tasks.get(tid)
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return f"[{t['status']}] {t.get('result', '(running)')}" if t else f"Unknown: {tid}"
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return "\n".join(f"{k}: [{v['status']}] {v['command'][:60]}" for k, v in self.tasks.items()) or "No bg tasks."
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def drain(self) -> list:
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notifs = []
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while not self.notifications.empty():
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notifs.append(self.notifications.get_nowait())
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return notifs
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# === SECTION: messaging (s09) ===
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class MessageBus:
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def __init__(self):
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INBOX_DIR.mkdir(parents=True, exist_ok=True)
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def send(self, sender: str, to: str, content: str,
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msg_type: str = "message", extra: dict = None) -> str:
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msg = {"type": msg_type, "from": sender, "content": content,
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"timestamp": time.time()}
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if extra: msg.update(extra)
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with open(INBOX_DIR / f"{to}.jsonl", "a") as f:
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f.write(json.dumps(msg) + "\n")
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return f"Sent {msg_type} to {to}"
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def read_inbox(self, name: str) -> list:
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path = INBOX_DIR / f"{name}.jsonl"
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if not path.exists(): return []
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msgs = [json.loads(l) for l in path.read_text().strip().splitlines() if l]
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path.write_text("")
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return msgs
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def broadcast(self, sender: str, content: str, names: list) -> str:
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count = 0
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for n in names:
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if n != sender:
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self.send(sender, n, content, "broadcast")
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count += 1
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return f"Broadcast to {count} teammates"
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# === SECTION: shutdown + plan tracking (s10) ===
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shutdown_requests = {}
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||||
plan_requests = {}
|
||||
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||||
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||||
# === SECTION: team (s09/s11) ===
|
||||
class TeammateManager:
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||||
def __init__(self, bus: MessageBus, task_mgr: TaskManager):
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TEAM_DIR.mkdir(exist_ok=True)
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self.bus = bus
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self.task_mgr = task_mgr
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self.config_path = TEAM_DIR / "config.json"
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self.config = self._load()
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||||
self.threads = {}
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||||
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||||
def _load(self) -> dict:
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if self.config_path.exists():
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return json.loads(self.config_path.read_text())
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||||
return {"team_name": "default", "members": []}
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||||
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||||
def _save(self):
|
||||
self.config_path.write_text(json.dumps(self.config, indent=2))
|
||||
|
||||
def _find(self, name: str) -> dict:
|
||||
for m in self.config["members"]:
|
||||
if m["name"] == name: return m
|
||||
return None
|
||||
|
||||
def spawn(self, name: str, role: str, prompt: str) -> str:
|
||||
member = self._find(name)
|
||||
if member:
|
||||
if member["status"] not in ("idle", "shutdown"):
|
||||
return f"Error: '{name}' is currently {member['status']}"
|
||||
member["status"] = "working"
|
||||
member["role"] = role
|
||||
else:
|
||||
member = {"name": name, "role": role, "status": "working"}
|
||||
self.config["members"].append(member)
|
||||
self._save()
|
||||
threading.Thread(target=self._loop, args=(name, role, prompt), daemon=True).start()
|
||||
return f"Spawned '{name}' (role: {role})"
|
||||
|
||||
def _set_status(self, name: str, status: str):
|
||||
member = self._find(name)
|
||||
if member:
|
||||
member["status"] = status
|
||||
self._save()
|
||||
|
||||
def _loop(self, name: str, role: str, prompt: str):
|
||||
team_name = self.config["team_name"]
|
||||
sys_prompt = (f"You are '{name}', role: {role}, team: {team_name}, at {WORKDIR}. "
|
||||
f"Use idle when done with current work. You may auto-claim tasks.")
|
||||
messages = [{"role": "user", "content": prompt}]
|
||||
tools = [
|
||||
{"name": "bash", "description": "Run command.", "input_schema": {"type": "object", "properties": {"command": {"type": "string"}}, "required": ["command"]}},
|
||||
{"name": "read_file", "description": "Read file.", "input_schema": {"type": "object", "properties": {"path": {"type": "string"}}, "required": ["path"]}},
|
||||
{"name": "write_file", "description": "Write file.", "input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "content": {"type": "string"}}, "required": ["path", "content"]}},
|
||||
{"name": "edit_file", "description": "Edit file.", "input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "old_text": {"type": "string"}, "new_text": {"type": "string"}}, "required": ["path", "old_text", "new_text"]}},
|
||||
{"name": "send_message", "description": "Send message.", "input_schema": {"type": "object", "properties": {"to": {"type": "string"}, "content": {"type": "string"}}, "required": ["to", "content"]}},
|
||||
{"name": "idle", "description": "Signal no more work.", "input_schema": {"type": "object", "properties": {}}},
|
||||
{"name": "claim_task", "description": "Claim task by ID.", "input_schema": {"type": "object", "properties": {"task_id": {"type": "integer"}}, "required": ["task_id"]}},
|
||||
]
|
||||
while True:
|
||||
# -- WORK PHASE --
|
||||
for _ in range(50):
|
||||
inbox = self.bus.read_inbox(name)
|
||||
for msg in inbox:
|
||||
if msg.get("type") == "shutdown_request":
|
||||
self._set_status(name, "shutdown")
|
||||
return
|
||||
messages.append({"role": "user", "content": json.dumps(msg)})
|
||||
try:
|
||||
response = client.messages.create(
|
||||
model=MODEL, system=sys_prompt, messages=messages,
|
||||
tools=tools, max_tokens=8000)
|
||||
except Exception:
|
||||
self._set_status(name, "shutdown")
|
||||
return
|
||||
messages.append({"role": "assistant", "content": response.content})
|
||||
if response.stop_reason != "tool_use":
|
||||
break
|
||||
results = []
|
||||
idle_requested = False
|
||||
for block in response.content:
|
||||
if block.type == "tool_use":
|
||||
if block.name == "idle":
|
||||
idle_requested = True
|
||||
output = "Entering idle phase."
|
||||
elif block.name == "claim_task":
|
||||
output = self.task_mgr.claim(block.input["task_id"], name)
|
||||
elif block.name == "send_message":
|
||||
output = self.bus.send(name, block.input["to"], block.input["content"])
|
||||
else:
|
||||
dispatch = {"bash": lambda **kw: run_bash(kw["command"]),
|
||||
"read_file": lambda **kw: run_read(kw["path"]),
|
||||
"write_file": lambda **kw: run_write(kw["path"], kw["content"]),
|
||||
"edit_file": lambda **kw: run_edit(kw["path"], kw["old_text"], kw["new_text"])}
|
||||
output = dispatch.get(block.name, lambda **kw: "Unknown")(**block.input)
|
||||
print(f" [{name}] {block.name}: {str(output)[:120]}")
|
||||
results.append({"type": "tool_result", "tool_use_id": block.id, "content": str(output)})
|
||||
messages.append({"role": "user", "content": results})
|
||||
if idle_requested:
|
||||
break
|
||||
# -- IDLE PHASE: poll for messages and unclaimed tasks --
|
||||
self._set_status(name, "idle")
|
||||
resume = False
|
||||
for _ in range(IDLE_TIMEOUT // max(POLL_INTERVAL, 1)):
|
||||
time.sleep(POLL_INTERVAL)
|
||||
inbox = self.bus.read_inbox(name)
|
||||
if inbox:
|
||||
for msg in inbox:
|
||||
if msg.get("type") == "shutdown_request":
|
||||
self._set_status(name, "shutdown")
|
||||
return
|
||||
messages.append({"role": "user", "content": json.dumps(msg)})
|
||||
resume = True
|
||||
break
|
||||
unclaimed = []
|
||||
for f in sorted(TASKS_DIR.glob("task_*.json")):
|
||||
t = json.loads(f.read_text())
|
||||
if t.get("status") == "pending" and not t.get("owner") and not t.get("blockedBy"):
|
||||
unclaimed.append(t)
|
||||
if unclaimed:
|
||||
task = unclaimed[0]
|
||||
self.task_mgr.claim(task["id"], name)
|
||||
# Identity re-injection for compressed contexts
|
||||
if len(messages) <= 3:
|
||||
messages.insert(0, {"role": "user", "content":
|
||||
f"<identity>You are '{name}', role: {role}, team: {team_name}.</identity>"})
|
||||
messages.insert(1, {"role": "assistant", "content": f"I am {name}. Continuing."})
|
||||
messages.append({"role": "user", "content":
|
||||
f"<auto-claimed>Task #{task['id']}: {task['subject']}\n{task.get('description', '')}</auto-claimed>"})
|
||||
messages.append({"role": "assistant", "content": f"Claimed task #{task['id']}. Working on it."})
|
||||
resume = True
|
||||
break
|
||||
if not resume:
|
||||
self._set_status(name, "shutdown")
|
||||
return
|
||||
self._set_status(name, "working")
|
||||
|
||||
def list_all(self) -> str:
|
||||
if not self.config["members"]: return "No teammates."
|
||||
lines = [f"Team: {self.config['team_name']}"]
|
||||
for m in self.config["members"]:
|
||||
lines.append(f" {m['name']} ({m['role']}): {m['status']}")
|
||||
return "\n".join(lines)
|
||||
|
||||
def member_names(self) -> list:
|
||||
return [m["name"] for m in self.config["members"]]
|
||||
|
||||
|
||||
# === SECTION: global_instances ===
|
||||
TODO = TodoManager()
|
||||
SKILLS = SkillLoader(SKILLS_DIR)
|
||||
TASK_MGR = TaskManager()
|
||||
BG = BackgroundManager()
|
||||
BUS = MessageBus()
|
||||
TEAM = TeammateManager(BUS, TASK_MGR)
|
||||
|
||||
# === SECTION: system_prompt ===
|
||||
SYSTEM = f"""You are a coding agent at {WORKDIR}.
|
||||
Use tools to solve tasks. Use TodoWrite for multi-step work.
|
||||
Use task for subagent delegation. Use load_skill for specialized knowledge.
|
||||
|
||||
Skills available:
|
||||
{SKILLS.descriptions()}"""
|
||||
|
||||
|
||||
# === SECTION: shutdown_protocol (s10) ===
|
||||
def handle_shutdown_request(teammate: str) -> str:
|
||||
req_id = str(uuid.uuid4())[:8]
|
||||
shutdown_requests[req_id] = {"target": teammate, "status": "pending"}
|
||||
BUS.send("lead", teammate, "Please shut down.", "shutdown_request", {"request_id": req_id})
|
||||
return f"Shutdown request {req_id} sent to '{teammate}'"
|
||||
|
||||
# === SECTION: plan_approval (s10) ===
|
||||
def handle_plan_review(request_id: str, approve: bool, feedback: str = "") -> str:
|
||||
req = plan_requests.get(request_id)
|
||||
if not req: return f"Error: Unknown plan request_id '{request_id}'"
|
||||
req["status"] = "approved" if approve else "rejected"
|
||||
BUS.send("lead", req["from"], feedback, "plan_approval_response",
|
||||
{"request_id": request_id, "approve": approve, "feedback": feedback})
|
||||
return f"Plan {req['status']} for '{req['from']}'"
|
||||
|
||||
|
||||
# === SECTION: tool_dispatch (s02) ===
|
||||
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"]),
|
||||
"TodoWrite": lambda **kw: TODO.update(kw["items"]),
|
||||
"task": lambda **kw: run_subagent(kw["prompt"], kw.get("agent_type", "Explore")),
|
||||
"load_skill": lambda **kw: SKILLS.load(kw["name"]),
|
||||
"compress": lambda **kw: "Compressing...",
|
||||
"background_run": lambda **kw: BG.run(kw["command"], kw.get("timeout", 120)),
|
||||
"check_background": lambda **kw: BG.check(kw.get("task_id")),
|
||||
"task_create": lambda **kw: TASK_MGR.create(kw["subject"], kw.get("description", "")),
|
||||
"task_get": lambda **kw: TASK_MGR.get(kw["task_id"]),
|
||||
"task_update": lambda **kw: TASK_MGR.update(kw["task_id"], kw.get("status"), kw.get("add_blocked_by"), kw.get("add_blocks")),
|
||||
"task_list": lambda **kw: TASK_MGR.list_all(),
|
||||
"spawn_teammate": lambda **kw: TEAM.spawn(kw["name"], kw["role"], kw["prompt"]),
|
||||
"list_teammates": lambda **kw: TEAM.list_all(),
|
||||
"send_message": lambda **kw: BUS.send("lead", kw["to"], kw["content"], kw.get("msg_type", "message")),
|
||||
"read_inbox": lambda **kw: json.dumps(BUS.read_inbox("lead"), indent=2),
|
||||
"broadcast": lambda **kw: BUS.broadcast("lead", kw["content"], TEAM.member_names()),
|
||||
"shutdown_request": lambda **kw: handle_shutdown_request(kw["teammate"]),
|
||||
"plan_approval": lambda **kw: handle_plan_review(kw["request_id"], kw["approve"], kw.get("feedback", "")),
|
||||
"idle": lambda **kw: "Lead does not idle.",
|
||||
"claim_task": lambda **kw: TASK_MGR.claim(kw["task_id"], "lead"),
|
||||
}
|
||||
|
||||
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"]}},
|
||||
{"name": "TodoWrite", "description": "Update task tracking list.",
|
||||
"input_schema": {"type": "object", "properties": {"items": {"type": "array", "items": {"type": "object", "properties": {"content": {"type": "string"}, "status": {"type": "string", "enum": ["pending", "in_progress", "completed"]}, "activeForm": {"type": "string"}}, "required": ["content", "status", "activeForm"]}}}, "required": ["items"]}},
|
||||
{"name": "task", "description": "Spawn a subagent for isolated exploration or work.",
|
||||
"input_schema": {"type": "object", "properties": {"prompt": {"type": "string"}, "agent_type": {"type": "string", "enum": ["Explore", "general-purpose"]}}, "required": ["prompt"]}},
|
||||
{"name": "load_skill", "description": "Load specialized knowledge by name.",
|
||||
"input_schema": {"type": "object", "properties": {"name": {"type": "string"}}, "required": ["name"]}},
|
||||
{"name": "compress", "description": "Manually compress conversation context.",
|
||||
"input_schema": {"type": "object", "properties": {}}},
|
||||
{"name": "background_run", "description": "Run command in background thread.",
|
||||
"input_schema": {"type": "object", "properties": {"command": {"type": "string"}, "timeout": {"type": "integer"}}, "required": ["command"]}},
|
||||
{"name": "check_background", "description": "Check background task status.",
|
||||
"input_schema": {"type": "object", "properties": {"task_id": {"type": "string"}}}},
|
||||
{"name": "task_create", "description": "Create a persistent file task.",
|
||||
"input_schema": {"type": "object", "properties": {"subject": {"type": "string"}, "description": {"type": "string"}}, "required": ["subject"]}},
|
||||
{"name": "task_get", "description": "Get task details by ID.",
|
||||
"input_schema": {"type": "object", "properties": {"task_id": {"type": "integer"}}, "required": ["task_id"]}},
|
||||
{"name": "task_update", "description": "Update task status or dependencies.",
|
||||
"input_schema": {"type": "object", "properties": {"task_id": {"type": "integer"}, "status": {"type": "string", "enum": ["pending", "in_progress", "completed", "deleted"]}, "add_blocked_by": {"type": "array", "items": {"type": "integer"}}, "add_blocks": {"type": "array", "items": {"type": "integer"}}}, "required": ["task_id"]}},
|
||||
{"name": "task_list", "description": "List all tasks.",
|
||||
"input_schema": {"type": "object", "properties": {}}},
|
||||
{"name": "spawn_teammate", "description": "Spawn a persistent autonomous teammate.",
|
||||
"input_schema": {"type": "object", "properties": {"name": {"type": "string"}, "role": {"type": "string"}, "prompt": {"type": "string"}}, "required": ["name", "role", "prompt"]}},
|
||||
{"name": "list_teammates", "description": "List all teammates.",
|
||||
"input_schema": {"type": "object", "properties": {}}},
|
||||
{"name": "send_message", "description": "Send a message to a teammate.",
|
||||
"input_schema": {"type": "object", "properties": {"to": {"type": "string"}, "content": {"type": "string"}, "msg_type": {"type": "string", "enum": list(VALID_MSG_TYPES)}}, "required": ["to", "content"]}},
|
||||
{"name": "read_inbox", "description": "Read and drain the lead's inbox.",
|
||||
"input_schema": {"type": "object", "properties": {}}},
|
||||
{"name": "broadcast", "description": "Send message to all teammates.",
|
||||
"input_schema": {"type": "object", "properties": {"content": {"type": "string"}}, "required": ["content"]}},
|
||||
{"name": "shutdown_request", "description": "Request a teammate to shut down.",
|
||||
"input_schema": {"type": "object", "properties": {"teammate": {"type": "string"}}, "required": ["teammate"]}},
|
||||
{"name": "plan_approval", "description": "Approve or reject a teammate's plan.",
|
||||
"input_schema": {"type": "object", "properties": {"request_id": {"type": "string"}, "approve": {"type": "boolean"}, "feedback": {"type": "string"}}, "required": ["request_id", "approve"]}},
|
||||
{"name": "idle", "description": "Enter idle state.",
|
||||
"input_schema": {"type": "object", "properties": {}}},
|
||||
{"name": "claim_task", "description": "Claim a task from the board.",
|
||||
"input_schema": {"type": "object", "properties": {"task_id": {"type": "integer"}}, "required": ["task_id"]}},
|
||||
]
|
||||
|
||||
|
||||
# === SECTION: agent_loop ===
|
||||
def agent_loop(messages: list):
|
||||
rounds_without_todo = 0
|
||||
while True:
|
||||
# s06: compression pipeline
|
||||
microcompact(messages)
|
||||
if estimate_tokens(messages) > TOKEN_THRESHOLD:
|
||||
print("[auto-compact triggered]")
|
||||
messages[:] = auto_compact(messages)
|
||||
# s08: drain background notifications
|
||||
notifs = BG.drain()
|
||||
if notifs:
|
||||
txt = "\n".join(f"[bg:{n['task_id']}] {n['status']}: {n['result']}" for n in notifs)
|
||||
messages.append({"role": "user", "content": f"<background-results>\n{txt}\n</background-results>"})
|
||||
messages.append({"role": "assistant", "content": "Noted background results."})
|
||||
# s10: check lead inbox
|
||||
inbox = BUS.read_inbox("lead")
|
||||
if inbox:
|
||||
messages.append({"role": "user", "content": f"<inbox>{json.dumps(inbox, indent=2)}</inbox>"})
|
||||
messages.append({"role": "assistant", "content": "Noted inbox messages."})
|
||||
# LLM call
|
||||
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
|
||||
# Tool execution
|
||||
results = []
|
||||
used_todo = False
|
||||
manual_compress = False
|
||||
for block in response.content:
|
||||
if block.type == "tool_use":
|
||||
if block.name == "compress":
|
||||
manual_compress = True
|
||||
handler = TOOL_HANDLERS.get(block.name)
|
||||
try:
|
||||
output = handler(**block.input) if handler else f"Unknown tool: {block.name}"
|
||||
except Exception as e:
|
||||
output = f"Error: {e}"
|
||||
print(f"> {block.name}: {str(output)[:200]}")
|
||||
results.append({"type": "tool_result", "tool_use_id": block.id, "content": str(output)})
|
||||
if block.name == "TodoWrite":
|
||||
used_todo = True
|
||||
# s03: nag reminder
|
||||
rounds_without_todo = 0 if used_todo else rounds_without_todo + 1
|
||||
if rounds_without_todo >= 3:
|
||||
results.insert(0, {"type": "text", "text": "<reminder>Update your todos.</reminder>"})
|
||||
messages.append({"role": "user", "content": results})
|
||||
# s06: manual compress
|
||||
if manual_compress:
|
||||
print("[manual compact]")
|
||||
messages[:] = auto_compact(messages)
|
||||
|
||||
|
||||
# === SECTION: repl ===
|
||||
if __name__ == "__main__":
|
||||
history = []
|
||||
while True:
|
||||
try:
|
||||
query = input("\033[36ms_full >> \033[0m")
|
||||
except (EOFError, KeyboardInterrupt):
|
||||
break
|
||||
if query.strip().lower() in ("q", "exit", ""):
|
||||
break
|
||||
if query.strip() == "/compact":
|
||||
if history:
|
||||
print("[manual compact via /compact]")
|
||||
history[:] = auto_compact(history)
|
||||
continue
|
||||
if query.strip() == "/tasks":
|
||||
print(TASK_MGR.list_all())
|
||||
continue
|
||||
if query.strip() == "/team":
|
||||
print(TEAM.list_all())
|
||||
continue
|
||||
if query.strip() == "/inbox":
|
||||
print(json.dumps(BUS.read_inbox("lead"), indent=2))
|
||||
continue
|
||||
history.append({"role": "user", "content": query})
|
||||
agent_loop(history)
|
||||
print()
|
||||
Reference in New Issue
Block a user