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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.

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Performance Optimization

Make Siya Lightning Fast

Advanced techniques to optimize Siya’s performance for your specific workflow
  • Memory Optimization
  • Execution Optimization
  • Model Optimization

Advanced memory management strategies for optimal performance

Context Optimization

1

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
      }
    }
  }
}
2

Smart Pruning

Configure intelligent content removal
{
  "pruning": {
    "strategies": ["semantic", "temporal", "size"],
    "thresholds": {
      "semantic": 0.7,
      "age": 7200000,
      "size": 1000
    }
  }
}
3

Compression Levels

Balance quality vs size
{
  "compression": {
    "levels": {
      "critical": "none",
      "important": "lossless",
      "standard": "balanced",
      "verbose": "aggressive"
    }
  }
}

Hot Cache

Immediate Access
  • Current task
  • Active files
  • Recent errors
  • User preferences
Size: ~10% of memory

Warm Cache

Quick Retrieval
  • Recent sessions
  • Common patterns
  • Frequent tools
  • Project context
Size: ~30% of memory

Cold Storage

Archive Access
  • Historical data
  • Completed tasks
  • Old sessions
  • Backup states
Size: Unlimited
Siya automatically promotes/demotes content between cache levels

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Custom Workflows

Build Sophisticated Automation Pipelines

Create complex, multi-step workflows that adapt to your development process
  • Workflow Definition
  • Conditional Logic
  • Error Handling

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'"

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Integration Patterns

Seamlessly Connect Siya to Your Ecosystem

Advanced integration patterns for complex development environments

API Integration

  • REST APIs
  • GraphQL
  • WebSockets
// 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
          }
        }
      }
    }
  }
}

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
      }
    }
  }
}

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
      }
    }
  }
}

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Security Hardening

Enterprise-Grade Security

Advanced security configurations for sensitive environments
  • Access Control
  • Encryption
  • Compliance

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:*"
          ]
        }
      }
    }
  }
}

{
  "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"
          ]
        }
      }
    }
  ]
}

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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

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
1

Enable Tracing

{
  "tracing": {
    "enabled": true,
    "exporter": "jaeger",
    "sampling": 1.0
  }
}
2

Analyze Traces

View detailed execution flow in Jaeger UI
3

Identify Issues

Find bottlenecks and optimization opportunities

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Experimental Features

Cutting-Edge Capabilities

Preview upcoming features and experimental capabilities
  • AI Pair Programming
  • Multi-Modal Input
  • Quantum Features

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
1

Code Analysis

Continuous analysis of code quality
2

Improvement Detection

Identify refactoring opportunities
3

Suggest Changes

Propose improvements proactively
4

Apply Safely

Refactor with full test coverage

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Best Practices

Mastery Through Best Practices

Proven patterns from power users

Performance Best Practices

1

Context Management

  • Keep context focused and relevant
  • Use memory checkpoints for long sessions
  • Clear context when switching projects
2

Tool Usage

  • Batch similar operations
  • Use appropriate tools for each task
  • Enable parallel execution
3

Model Selection

  • Use fast models for simple tasks
  • Reserve powerful models for complex work
  • Enable auto-switching
4

Workflow Design

  • Break complex tasks into steps
  • Use hooks for repetitive tasks
  • Create reusable workflows

Do's

  • Use environment variables
  • Enable audit logging
  • Regular security reviews
  • Principle of least privilege
  • Encrypt sensitive data

Don'ts

  • Hardcode credentials
  • Disable security features
  • Share access tokens
  • Ignore security warnings
  • Use outdated models

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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

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