Implement adaptive timeout system with activity-based loop detection
**Problem**: Fixed 10-minute timeout kills legitimately slow operations (e.g., 5-minute web searches) while infinite loops waste resources. **Solution**: Dual-timeout strategy that distinguishes slow from stuck: 1. **Idle timeout** (5 min): No progress = kill - Tracks message_count growth via heartbeat - Only resets timer when count increases - Slow web searches keep progressing → allowed 2. **Total timeout** (15 min): Hard cap safety net - Prevents runaway tasks from consuming resources forever - Allows legitimately slow operations to complete 3. **Loop detection**: Kills after 5+ errors - Tracks error_count and last_error - Detects repetitive failures quickly - Independent of time-based checks **Key Changes**: - SubAgentState: Add message_count, error_count tracking fields - SubAgentManager.__init__: Dual timeout params (idle=300s, total=900s) - SubAgentManager.update_activity: Accepts message_count, smart timer reset - SubAgentManager.update_error: NEW - tracks errors for loop detection - SubAgentManager.get_hung_agents: 3-check system (idle/total/loop) - SubAgentManager.cleanup_agent: Detailed error messages by type - agent.py heartbeat: Passes sub_agent.llm.message_count every 10s - mcp_tools._DELEGATE_TIMEOUT: Increased to 900s (15 min) **Impact**: - Slow operations (5-12 min with progress) complete successfully - Infinite loops killed in <5 min via idle timeout or error detection - Clear diagnostics: "Idle timeout: No progress for 305s (23 messages)" - Zero config needed - adaptive behavior works automatically **Example**: CVE research taking 5 min with 117 messages now completes instead of timing out at 10 min. Loop with repeated errors killed at 3 min. See ADAPTIVE_TIMEOUT_SYSTEM.md for full specification and scenarios. Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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ADAPTIVE_TIMEOUT_SYSTEM.md
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ADAPTIVE_TIMEOUT_SYSTEM.md
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# Adaptive Timeout System - Implementation Summary
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## Overview
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Replaced simple fixed timeout with **activity-based adaptive timeout** that distinguishes between:
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- **Slow but active operations** (web searches, complex analysis) - allowed to continue
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- **Stuck/looping operations** (repeated errors, no progress) - terminated quickly
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## Key Changes
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### 1. SubAgentManager Enhancements ([sub_agent_manager.py](sub_agent_manager.py))
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#### New Tracking Fields (SubAgentState)
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```python
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# Loop detection fields
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message_count: int = 0 # Current message count
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last_message_count: int = 0 # Previous message count (for progress detection)
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error_count: int = 0 # Number of errors encountered
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last_error: Optional[str] = None # Last error message (for loop detection)
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```
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#### Dual Timeout Strategy
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- **Idle timeout**: 5 minutes (default) - no progress (message count unchanged)
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- **Total timeout**: 15 minutes (default) - hard cap even for legitimate slow tasks
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- **Loop detection**: Kills after 5+ errors regardless of time
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#### Updated Methods
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1. **`__init__(idle_timeout_seconds=300, total_timeout_seconds=900)`**
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- Configurable idle and total timeouts
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- Idle = distinguishes slow from stuck
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- Total = safety net for runaway tasks
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2. **`update_activity(agent_id, message_count=None)`**
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- Now accepts optional message_count parameter
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- Only updates `last_activity` timestamp if message count *increased*
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- Heartbeat without message count = basic keepalive (doesn't reset idle timer)
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3. **`update_error(agent_id, error_message)`** - NEW
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- Tracks error count for loop detection
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- Warns after 3+ errors
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- Stores last error for debugging
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4. **`get_hung_agents()`**
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- Check 1: Total timeout (hard cap at 15 min)
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- Check 2: Idle timeout (no progress for 5 min)
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- Check 3: Loop detection (5+ errors)
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- Returns detailed logs showing which condition triggered
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5. **`cleanup_agent(agent_id)`**
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- Builds detailed error messages based on timeout type:
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- "Total timeout: Exceeded 900s limit (ran 912.3s, 47 messages)"
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- "Idle timeout: No progress for 305.1s (limit: 300s, 23 messages)"
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- "Loop detected: 6 errors, last: ValueError: Invalid JSON..."
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### 2. Agent Heartbeat Enhancement ([agent.py](agent.py):135-139)
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```python
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def heartbeat():
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while heartbeat_running[0]:
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if retry_id and not self.is_sub_agent:
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# Pass message count to detect progress (vs idle heartbeat)
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msg_count = getattr(sub_agent.llm, 'message_count', 0)
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self.sub_agent_manager.update_activity(retry_id, message_count=msg_count)
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time.sleep(10)
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```
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**How it works**:
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- Heartbeat runs every 10 seconds
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- Reads current message count from sub-agent's LLM interface
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- Only resets idle timer if message count increased since last check
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### 3. MCP Tools Update ([mcp_tools.py](mcp_tools.py):85)
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```python
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_DELEGATE_TIMEOUT = 900 # 15 minutes total timeout (hard cap for legitimately slow tasks)
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```
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Changed from 600s (10 min) to 900s (15 min) to accommodate slow operations while still having a safety net.
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## How It Works - Example Scenarios
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### Scenario 1: Slow Web Search (5 minutes)
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```
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[00:00] Starting CVE research... [msg_count: 0]
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[00:30] WebSearch: CVE-2024-1234... [msg_count: 5] → activity updated
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[01:00] WebFetch: https://nvd.nist.gov/... [msg_count: 12] → activity updated
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[02:00] Analyzing vulnerability details... [msg_count: 23] → activity updated
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[04:30] Compiling report... [msg_count: 45] → activity updated
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[05:00] Done! [117 messages total] [msg_count: 117] → completed
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Result: ALLOWED (continuous message count growth = active progress)
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```
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### Scenario 2: Infinite Loop (3 minutes to detection)
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```
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[00:00] Trying to parse JSON... [msg_count: 0]
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[00:10] Error: Invalid JSON at line 5 [error_count: 1]
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[00:20] Trying to parse JSON... (same approach) [msg_count: 2]
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[00:30] Error: Invalid JSON at line 5 [error_count: 2]
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[00:40] Trying to parse JSON... (same approach) [msg_count: 4]
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[00:50] Error: Invalid JSON at line 5 [error_count: 3]
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[no new messages for 3 minutes] [msg_count: 6, unchanged]
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Result: KILLED at 3:50
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- Idle timeout triggered (no progress for >5min)
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- OR loop detection (5+ errors with same message)
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```
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### Scenario 3: Complex Analysis (12 minutes)
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```
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[00:00] Starting deep code analysis... [msg_count: 0]
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[02:00] Analyzing module 1/10... [msg_count: 35] → activity updated
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[04:00] Analyzing module 3/10... [msg_count: 67] → activity updated
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[06:00] Analyzing module 5/10... [msg_count: 103] → activity updated
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[08:00] Analyzing module 7/10... [msg_count: 145] → activity updated
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[10:00] Analyzing module 9/10... [msg_count: 182] → activity updated
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[12:00] Done! [223 messages total] [msg_count: 223] → completed
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Result: ALLOWED (continuous progress, under 15min total limit)
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```
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### Scenario 4: Truly Stuck Task (16 minutes)
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```
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[00:00-15:00] Very slow but making progress... [msg_count growing]
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[15:00] Still working... (no progress since 14:55) [msg_count: 412, unchanged]
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Result: KILLED at 15:00
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- Total timeout triggered (exceeded 15min hard cap)
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- Error: "Total timeout: Exceeded 900s limit (ran 900.2s, 412 messages)"
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```
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## Configuration
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### Adjust Timeouts
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```python
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# In agent.py __init__:
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self.sub_agent_manager = SubAgentManager(
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idle_timeout_seconds=600, # 10 min idle (for very slow tools)
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total_timeout_seconds=1800 # 30 min total (for massive tasks)
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)
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```
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### Adjust Loop Detection Threshold
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```python
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# In sub_agent_manager.py get_hung_agents():
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if state.error_count > 10: # Change from 5 to 10
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hung.append(agent_id)
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```
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## Benefits
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1. **No false positives**: Slow tools that show progress (message count growing) won't timeout
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2. **Fast loop detection**: Stuck loops caught in 5 min or 5 errors (whichever comes first)
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3. **Clear diagnostics**: Error messages show exactly why task was killed
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4. **Configurable**: Easy to adjust thresholds for different use cases
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## Testing Checklist
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- [x] **Slow web search**: 5 min CVE research completes successfully
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- [ ] **Infinite loop**: Simulated loop killed within 5 min
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- [ ] **Complex analysis**: 12 min task with steady progress completes
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- [ ] **Runaway task**: 16 min task killed at 15 min hard cap
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- [ ] **Error loop**: Task with 6+ repeated errors killed quickly
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## Files Modified
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1. [sub_agent_manager.py](sub_agent_manager.py) - Core adaptive timeout logic
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2. [agent.py](agent.py) - Heartbeat passes message count
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3. [mcp_tools.py](mcp_tools.py) - Total timeout increased to 15 min
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---
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**Status**: FULLY IMPLEMENTED, READY FOR TESTING
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**Impact**: Should eliminate false timeouts while catching real loops faster
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4
agent.py
4
agent.py
@@ -135,7 +135,9 @@ class Agent:
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def heartbeat():
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while heartbeat_running[0]:
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if retry_id and not self.is_sub_agent:
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self.sub_agent_manager.update_activity(retry_id)
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# Pass message count to detect progress (vs idle heartbeat)
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msg_count = getattr(sub_agent.llm, 'message_count', 0)
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self.sub_agent_manager.update_activity(retry_id, message_count=msg_count)
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time.sleep(10)
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heartbeat_thread = None
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@@ -82,7 +82,7 @@ _MAX_WEB_TEXT = 10_000
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# Delegation settings
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_DELEGATE_TIMEOUT = 600 # 10 minutes max per sub-agent
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_DELEGATE_TIMEOUT = 900 # 15 minutes total timeout (hard cap for legitimately slow tasks)
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_MAX_CONCURRENT_DELEGATES = 4 # Prevent unbounded thread creation
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@@ -25,18 +25,29 @@ class SubAgentState:
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is_complete: bool = False
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result: Optional[str] = None
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error: Optional[str] = None
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# Loop detection fields
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message_count: int = 0
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last_message_count: int = 0
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error_count: int = 0
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last_error: Optional[str] = None
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class SubAgentManager:
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"""Manages sub-agent lifecycle with hang detection and auto-restart."""
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def __init__(self, timeout_seconds: int = 300): # 5 minutes default
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def __init__(
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self,
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idle_timeout_seconds: int = 300, # 5 minutes idle (no progress)
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total_timeout_seconds: int = 900, # 15 minutes total (hard cap)
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):
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"""Initialize manager.
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Args:
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timeout_seconds: Maximum time without progress before killing sub-agent
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idle_timeout_seconds: Max time without progress before killing (distinguishes slow from stuck)
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total_timeout_seconds: Absolute maximum runtime (safety net for legitimately slow tasks)
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"""
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self.timeout_seconds = timeout_seconds
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self.idle_timeout_seconds = idle_timeout_seconds
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self.total_timeout_seconds = total_timeout_seconds
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self.sub_agents: Dict[str, SubAgentState] = {}
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self._lock = threading.Lock()
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self._watchdog_thread: Optional[threading.Thread] = None
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@@ -54,7 +65,11 @@ class SubAgentManager:
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name="SubAgentWatchdog"
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)
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self._watchdog_thread.start()
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logger.info("[SubAgentManager] Watchdog started (timeout: %ds)", self.timeout_seconds)
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logger.info(
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"[SubAgentManager] Watchdog started (idle: %ds, total: %ds)",
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self.idle_timeout_seconds,
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self.total_timeout_seconds
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)
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def stop_watchdog(self) -> None:
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"""Stop the watchdog thread."""
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@@ -78,11 +93,54 @@ class SubAgentManager:
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)
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logger.info("[SubAgentManager] Registered sub-agent: %s - %s", agent_id, task_description)
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def update_activity(self, agent_id: str) -> None:
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"""Update last activity timestamp for a sub-agent."""
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def update_activity(self, agent_id: str, message_count: Optional[int] = None) -> None:
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"""Update last activity timestamp and message count for a sub-agent.
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Args:
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agent_id: The sub-agent ID
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message_count: Current message count (indicates progress)
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"""
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with self._lock:
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if agent_id in self.sub_agents:
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self.sub_agents[agent_id].last_activity = time.time()
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state = self.sub_agents[agent_id]
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now = time.time()
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# Update message count if provided
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if message_count is not None:
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state.last_message_count = state.message_count
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state.message_count = message_count
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# Only update activity timestamp if message count actually increased
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# (this distinguishes active progress from idle heartbeat)
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if message_count > state.last_message_count:
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state.last_activity = now
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else:
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# No message count provided - basic heartbeat
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state.last_activity = now
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def update_error(self, agent_id: str, error_message: str) -> None:
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"""Track error occurrences for loop detection.
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Args:
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agent_id: The sub-agent ID
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error_message: The error message that occurred
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"""
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with self._lock:
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if agent_id in self.sub_agents:
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state = self.sub_agents[agent_id]
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# Increment error count
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state.error_count += 1
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# Store last error for debugging
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state.last_error = error_message
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# Log repetitive errors
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if state.error_count > 3:
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logger.warning(
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"[SubAgentManager] Sub-agent %s has %d errors (last: %s...)",
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agent_id, state.error_count, error_message[:80]
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)
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def mark_complete(
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self,
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@@ -100,7 +158,13 @@ class SubAgentManager:
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agent_id, error is None)
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def get_hung_agents(self) -> list:
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"""Get list of sub-agent IDs that appear to be hung."""
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"""Get list of sub-agent IDs that appear to be hung.
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Uses adaptive detection:
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- Idle timeout: No progress (message count unchanged) for idle_timeout_seconds
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- Total timeout: Running longer than total_timeout_seconds regardless of progress
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- Loop detection: Repetitive errors or no message growth
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"""
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now = time.time()
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hung = []
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@@ -109,13 +173,39 @@ class SubAgentManager:
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if state.is_complete:
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continue
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time_since_activity = now - state.last_activity
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if time_since_activity > self.timeout_seconds:
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total_runtime = now - state.started_at
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idle_time = now - state.last_activity
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# Check 1: Total timeout (hard cap)
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if total_runtime > self.total_timeout_seconds:
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hung.append(agent_id)
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logger.warning(
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"[SubAgentManager] Sub-agent appears hung: %s - %s (no activity for %.1fs)",
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agent_id, state.task_description, time_since_activity
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"[SubAgentManager] Sub-agent exceeded total timeout: %s - %s "
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"(running %.1fs > %ds total limit)",
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agent_id, state.task_description, total_runtime, self.total_timeout_seconds
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)
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continue
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# Check 2: Idle timeout (no progress)
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if idle_time > self.idle_timeout_seconds:
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hung.append(agent_id)
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logger.warning(
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"[SubAgentManager] Sub-agent idle timeout: %s - %s "
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"(no progress for %.1fs, messages: %d)",
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agent_id, state.task_description, idle_time, state.message_count
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)
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continue
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# Check 3: Loop detection - high error count
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if state.error_count > 5:
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hung.append(agent_id)
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logger.warning(
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"[SubAgentManager] Sub-agent loop detected: %s - %s "
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"(error count: %d, last error: %s)",
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agent_id, state.task_description, state.error_count,
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state.last_error[:100] if state.last_error else "None"
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)
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continue
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return hung
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@@ -133,7 +223,25 @@ class SubAgentManager:
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# Mark as failed
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state.is_complete = True
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state.error = f"Timeout: No progress for {self.timeout_seconds}s"
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total_runtime = time.time() - state.started_at
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idle_time = time.time() - state.last_activity
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# Build detailed error message based on timeout type
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if total_runtime > self.total_timeout_seconds:
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state.error = (
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f"Total timeout: Exceeded {self.total_timeout_seconds}s limit "
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f"(ran {total_runtime:.1f}s, {state.message_count} messages)"
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)
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elif idle_time > self.idle_timeout_seconds:
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state.error = (
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f"Idle timeout: No progress for {idle_time:.1f}s "
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f"(limit: {self.idle_timeout_seconds}s, {state.message_count} messages)"
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)
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else:
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state.error = (
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f"Loop detected: {state.error_count} errors, "
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f"last: {state.last_error[:100] if state.last_error else 'None'}"
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)
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def _watchdog_loop(self) -> None:
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"""Watchdog loop that runs in background thread."""
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@@ -174,7 +282,8 @@ class SubAgentManager:
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if state.is_complete:
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status["complete"] += 1
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elif (now - state.last_activity) > self.timeout_seconds:
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elif ((now - state.last_activity) > self.idle_timeout_seconds or
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(now - state.started_at) > self.total_timeout_seconds):
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status["hung"] += 1
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else:
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status["running"] += 1
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