Multi-Agent Code Review System

Search Space:

{
    "layers": [
        {
            "type": "Conv",
            "filters": 32,
            "kernel_size": 3,
            "activation": "relu",
            "pruning": {
                "sensitivity_analysis": true,
                "target_latency": "<5ms"
            }
        },
        {
            "type": "Attention",
            "num_heads": 4,
            "dropout_rate": 0.1,
            "pruning": {
                "sensitivity_analysis": true,
                "target_latency": "<5ms"
            }
        },
        {
            "type": "MLP",
            "units": 128,
            "activation": "relu",
            "pruning": {
                "sensitivity_analysis": true,
                "target_latency": "<5ms"
            }
        }
    ],
    "evolutionary_strategy": {
        "population_size": 50,
        "generations": 20,
        "mutation_rate": 0.1,
        "crossover_rate": 0.5
    },
    "output": {
        "model_format": "ONNX",
        "deployment_config": {
            "target_device": "ARM Cortex-A78",
            "latency_requirement": "<5ms"
        }
    }
}

Pipeline Version: 1.0

{
    "pipeline": {
        "name": "Multi-Agent Code Review Pipeline",
        "stages": [
            {
                "name": "Build",
                "jobs": [
                    {
                        "name": "Compile Code",
                        "steps": ["checkout", "run: npm install", "run: npm run build"]
                    }
                ]
            },
            {
                "name": "Test",
                "jobs": [
                    {
                        "name": "Run Unit Tests",
                        "steps": ["run: npm test"]
                    },
                    {
                        "name": "Run Lint Checks",
                        "steps": ["run: npm run lint"]
                    }
                ]
            },
            {
                "name": "Review",
                "jobs": [
                    {
                        "name": "Security Analysis",
                        "steps": ["run: ./scripts/security_analysis.sh"]
                    },
                    {
                        "name": "Performance Analysis",
                        "steps": ["run: ./scripts/performance_analysis.sh"]
                    },
                    {
                        "name": "Readability Analysis",
                        "steps": ["run: ./scripts/readability_analysis.sh"]
                    },
                    {
                        "name": "Best Practices Check",
                        "steps": ["run: ./scripts/best_practices_check.sh"]
                    }
                ]
            },
            {
                "name": "Deploy",
                "jobs": [
                    {
                        "name": "Deploy to Staging",
                        "steps": ["run: ./scripts/deploy_to_staging.sh"]
                    },
                    {
                        "name": "Promote to Production",
                        "steps": ["when: on_success", "run: ./scripts/promote_to_production.sh"]
                    }
                ]
            }
        ],
        "secrets_management": "Vault",
        "monitoring": {
            "enabled": true,
            "method": "cost_monitoring_tool"
        }
    }
}