WARNING: Model profile 'senior-reviewer' failed for agent 'configuration-designer' (runtime_error): API request failed: 400 - {"type":"error","error":{"type":"invalid_request_error","message":"messages.2: all messages must have non-empty content except for the optional final assistant message"}}
Using fallback model 'qwen3:0.6b' for agent 'configuration-designer'...
──────────────────────────────────────────────────
WARNING: Model profile 'senior-reviewer' failed for agent 'systems-architect' (runtime_error): API request failed: 400 - {"type":"error","error":{"type":"invalid_request_error","message":"messages.2: all messages must have non-empty content except for the optional final assistant message"}}
Using fallback model 'qwen3:0.6b' for agent 'systems-architect'...
──────────────────────────────────────────────────
Dependency Graph:
✓ systems-architect, ✓ configuration-designer → ✓ performance-engineer, ✓ test-architect → ✓ error-handling-specialist

As an error handling specialist, I'll focus on building resilience and graceful degradation into the adaptive resource management system. Here's my analysis and recommendations:

### 1. Circuit Breaker Implementation

```python
class ResourceMonitoringCircuitBreaker:
    def __init__(self, failure_threshold=5, reset_timeout=60):
        self.failure_count = 0
        self.failure_threshold = failure_threshold
        self.last_failure_time = None
        self.reset_timeout = reset_timeout
        self.state = "CLOSED"  # CLOSED, OPEN, HALF-OPEN

    def record_failure(self):
        self.failure_count += 1
        self.last_failure_time = time.time()
        if self.failure_count >= self.failure_threshold:
            self.state = "OPEN"
```

### 2. Fallback Strategy Chain

```python
class AdaptiveResourceManagerWithFallback:
    def __init__(self):
        self.fallback_chain = [
            self.dynamic_resource_allocation,
            self.static_allocation_fallback,
            self.minimal_operation_fallback
        ]

    async def execute_with_fallback(self):
        for strategy in self.fallback_chain:
            try:
                return await strategy()
            except Exception as e:
                logging.error(f"Strategy {strategy.__name__} failed: {str(e)}")
                continue
        return self.emergency_fallback()
```

### 3. Health Check System

```python
class ResourceHealthChecker:
    def __init__(self):
        self.health_metrics = {
            'cpu': HealthMetric(threshold=0.9),
            'memory': HealthMetric(threshold=0.85),
            'io': HealthMetric(threshold=0.8)
        }

    async def check_resource_health(self):
        try:
            for resource, metric in self.health_metrics.items():
                await metric.check()
                if not metric.is_healthy():
                    self.trigger_recovery(resource)
        except Exception as e:
            logging.error(f"Health check failed: {str(e)}")
            return False
```

### 4. Recovery Mechanisms

```python
class ResourceRecoveryManager:
    def __init__(self):
        self.recovery_strategies = {
            'cpu_overload': self.handle_cpu_overload,
            'memory_leak': self.handle_memory_leak,
            'io_bottleneck': self.handle_io_bottleneck
        }

    async def attempt_recovery(self, issue_type):
        try:
            strategy = self.recovery_strategies.get(issue_type)
            if strategy:
                await strategy()
            else:
                await self.generic_recovery()
        except Exception as e:
            logging.error(f"Recovery failed: {str(e)}")
            return False
```

### 5. Error Handling Integration Points

1. **Resource Monitoring Integration**:
```python
class ResourceMonitor:
    def __init__(self):
        self.circuit_breaker = ResourceMonitoringCircuitBreaker()
        self.health_checker = ResourceHealthChecker()

    async def monitor_resources(self):
        if self.circuit_breaker.state == "OPEN":
            return await self.use_cached_metrics()
        
        try:
            metrics = await self.collect_metrics()
            self.circuit_breaker.record_success()
            return metrics
        except Exception as e:
            self.circuit_breaker.record_failure()
            return await self.use_cached_metrics()
```

2. **Adaptive Management Error Handling**:
```python
class AdaptiveManager:
    def __init__(self):
        self.recovery_manager = ResourceRecoveryManager()
        self.fallback_manager = AdaptiveResourceManagerWithFallback()

    async def adjust_resources(self):
        try:
            if not await self.health_checker.check_resource_health():
                return await self.fallback_manager.execute_with_fallback()
            

⚡ 5 agents completed in 53.64s
Use --detailed flag for full results and metrics
