Advanced Topics

Unlock Siya's Full Potential

Dive deep into advanced features, optimization techniques, and power-user capabilities that transform Siya from a helpful assistant into an indispensable development partner. Master these concepts to achieve unprecedented productivity.

Performance Optimization

Make Siya Lightning Fast

Advanced techniques to optimize Siya’s performance for your specific workflow

Advanced memory management strategies for optimal performance

Context Optimization

Relevance Scoring

// Custom relevance algorithm
{
  "memory": {
    "relevanceScoring": {
      "algorithm": "weighted",
      "weights": {
        "recency": 0.3,
        "frequency": 0.2,
        "importance": 0.4,
        "relatedness": 0.1
      },
      "decay": {
        "halfLife": 3600000,  // 1 hour
        "minimum": 0.1
      }
    }
  }
}

Smart Pruning

Configure intelligent content removal

{
  "pruning": {
    "strategies": ["semantic", "temporal", "size"],
    "thresholds": {
      "semantic": 0.7,
      "age": 7200000,
      "size": 1000
    }
  }
}

Compression Levels

Balance quality vs size

{
  "compression": {
    "levels": {
      "critical": "none",
      "important": "lossless",
      "standard": "balanced",
      "verbose": "aggressive"
    }
  }
}

Caching Strategies

Custom Workflows

Build Sophisticated Automation Pipelines

Create complex, multi-step workflows that adapt to your development process

Define complex workflows with conditional logic and error handling

name: Feature Development
triggers:
  - event: manual
  - event: issue_created
    condition: "labels.includes('feature')"

steps:
  - id: setup
    name: Setup Environment
    actions:
      - create_branch: "feature/${issue.number}"
      - setup_workspace
      
  - id: implement
    name: Implementation
    actions:
      - generate_scaffold
      - implement_feature
    parallel: true
    
  - id: test
    name: Testing
    actions:
      - unit_tests
      - integration_tests
    continue_on_error: false
    
  - id: review
    name: Code Review
    actions:
      - create_pr
      - request_review
    when: "steps.test.status == 'success'"

Integration Patterns

Seamlessly Connect Siya to Your Ecosystem

Advanced integration patterns for complex development environments

API Integration

// Custom API integration
{
  "integrations": {
    "customAPI": {
      "baseURL": "https://api.company.com",
      "auth": {
        "type": "bearer",
        "token": "${API_TOKEN}"
      },
      "endpoints": {
        "deploy": {
          "method": "POST",
          "path": "/deployments",
          "retry": 3,
          "timeout": 30000
        },
        "status": {
          "method": "GET",
          "path": "/deployments/${id}",
          "polling": {
            "interval": 5000,
            "maxAttempts": 60
          }
        }
      }
    }
  }
}

Database Integration

Direct database access patterns

{
  "database": {
    "connections": {
      "primary": {
        "type": "postgresql",
        "host": "db.company.com",
        "port": 5432,
        "database": "production",
        "ssl": true,
        "pool": {
          "min": 2,
          "max": 10
        }
      },
      "analytics": {
        "type": "clickhouse",
        "cluster": "analytics",
        "readonly": true
      }
    }
  }
}

Event Bus Integration

Pub/Sub Pattern

{
  "eventBus": {
    "type": "redis",
    "channels": {
      "subscribe": [
        "deployments.*",
        "builds.complete",
        "alerts.critical"
      ],
      "publish": [
        "siya.task.complete",
        "siya.error"
      ]
    }
  }
}

Message Queue

{
  "messageQueue": {
    "type": "rabbitmq",
    "queues": {
      "tasks": {
        "durable": true,
        "prefetch": 1
      },
      "results": {
        "ttl": 3600000
      }
    }
  }
}

Security Hardening

Enterprise-Grade Security

Advanced security configurations for sensitive environments

Multi-layer security architecture

RBAC Configuration

{
  "security": {
    "rbac": {
      "roles": {
        "admin": {
          "permissions": ["*"],
          "restrictions": []
        },
        "developer": {
          "permissions": [
            "code:*",
            "test:*",
            "deploy:staging"
          ],
          "restrictions": [
            "deploy:production",
            "config:security"
          ]
        },
        "viewer": {
          "permissions": [
            "read:*"
          ],
          "restrictions": [
            "write:*",
            "execute:*"
          ]
        }
      }
    }
  }
}

Policy Engine

{
  "policies": [
    {
      "name": "Production Protection",
      "effect": "deny",
      "actions": ["deploy:production"],
      "conditions": {
        "unless": {
          "all": [
            "user.role === 'admin'",
            "time.isBusinessHours()",
            "approval.count >= 2"
          ]
        }
      }
    },
    {
      "name": "Sensitive Data Access",
      "effect": "allow",
      "actions": ["read:sensitive"],
      "conditions": {
        "when": {
          "all": [
            "user.clearance >= 'secret'",
            "request.isAudited === true",
            "location.isSecure === true"
          ]
        }
      }
    }
  ]
}

Debugging & Troubleshooting

Advanced Debugging Techniques

Master-level debugging strategies for complex issues

Debug Mode

# Full debug mode
siya --debug

# Specific component debugging
siya --debug=memory,execution

# Verbose logging
siya --log-level=trace

# Performance profiling
siya --profile

Performance Profiling

Real-time performance monitoring dashboard

Profiling Commands

"Show performance metrics"
"Profile the last operation"
"What's making Siya slow?"
"Analyze memory usage"

Optimization Tips

Reduce context size
Enable caching
Use parallel execution
Optimize patterns

Trace Analysis

Enable Tracing

{
  "tracing": {
    "enabled": true,
    "exporter": "jaeger",
    "sampling": 1.0
  }
}

Analyze Traces

View detailed execution flow in Jaeger UI

Identify Issues

Find bottlenecks and optimization opportunities

Experimental Features

Cutting-Edge Capabilities

Preview upcoming features and experimental capabilities

Next-Gen Collaboration

Siya as an active programming partner

Predictive Coding

{
  "experimental": {
    "predictiveCoding": {
      "enabled": true,
      "features": {
        "autoComplete": true,
        "suggestionDelay": 500,
        "contextWindow": 1000,
        "confidence": 0.8
      }
    }
  }
}

Siya predicts your next code changes based on patterns

Autonomous Refactoring

Best Practices

Mastery Through Best Practices

Proven patterns from power users

Performance Best Practices

Security Best Practices

Collaboration Best Practices

Summary

Advanced Mastery Achieved

You’ve explored the depths of Siya’s advanced capabilities. From performance optimization to custom workflows, security hardening to experimental features, you now have the knowledge to push Siya to its limits. These advanced techniques transform Siya from a helpful assistant into a force multiplier for your development process.

API Reference

Detailed API documentation

Join Community

Connect with power users

Push boundaries. Achieve the impossible. Master your craft.

Getting Started

Core Concepts

Configuration & Integration

Advanced

Advanced Topics

Unlock Siya's Full Potential

Performance Optimization

Make Siya Lightning Fast

Hot Cache

Warm Cache

Cold Storage

Custom Workflows

Build Sophisticated Automation Pipelines

Integration Patterns

Seamlessly Connect Siya to Your Ecosystem

Pub/Sub Pattern

Message Queue

Security Hardening

Enterprise-Grade Security

Debugging & Troubleshooting

Advanced Debugging Techniques

Profiling Commands

Optimization Tips

Experimental Features

Cutting-Edge Capabilities

Next-Gen Collaboration

Best Practices

Mastery Through Best Practices

Do's

Don'ts

Summary

Advanced Mastery Achieved

API Reference

Join Community

Getting Started

Core Concepts

Configuration & Integration

Advanced

Unlock Siya's Full Potential

​Performance Optimization

Make Siya Lightning Fast

​Custom Workflows

Build Sophisticated Automation Pipelines

​Integration Patterns

Seamlessly Connect Siya to Your Ecosystem

​Security Hardening

Enterprise-Grade Security

​Debugging & Troubleshooting

Advanced Debugging Techniques

​Experimental Features

Cutting-Edge Capabilities

Next-Gen Collaboration

​Best Practices

Mastery Through Best Practices

​Summary

Advanced Mastery Achieved

API Reference

Join Community

Performance Optimization

Custom Workflows

Integration Patterns

Security Hardening

Debugging & Troubleshooting

Experimental Features

Best Practices

Summary