Vizra ADK Agent Creation

# Creating Vizra ADK Agents

Vizra ADK agents are AI-powered Laravel classes that can reason, use tools, and maintain memory. All agents must extend `BaseLlmAgent`.

## Agent Class Structure

Every agent MUST follow this structure:

```php
<?php

namespace App\Agents;

use Vizra\VizraADK\Agents\BaseLlmAgent;

class {{ AgentName }}Agent extends BaseLlmAgent
{
    /**
     * Unique identifier for the agent (snake_case)
     */
    protected string $name = '{{ snake_case_name }}';

    /**
     * Brief description of what the agent does
     */
    protected string $description = '{{ description }}';

    /**
     * System prompt/instructions for the LLM
     */
    protected string $instructions = <<<'INSTRUCTIONS'
        You are a {{ role description }}.

        Your capabilities include:
        - {{ capability 1 }}
        - {{ capability 2 }}

        Guidelines:
        - {{ guideline 1 }}
        - {{ guideline 2 }}
        INSTRUCTIONS;

    /**
     * LLM model to use
     */
    protected string $model = 'gpt-4o';

    /**
     * Optional: Temperature setting (0.0 to 1.0)
     */
    protected ?float $temperature = null;

    /**
     * Optional: Maximum tokens for response
     */
    protected ?int $maxTokens = null;

    /**
     * Optional: Maximum steps for tool execution (default: 5)
     */
    protected int $maxSteps = 5;

    /**
     * Tools this agent can use
     */
    protected array $tools = [
        // ToolClass::class,
    ];
}
```

## Key Rules

1. **Naming Convention**:
   - Class name MUST end with `Agent`
   - The `$name` property must be unique and in snake_case
   - Place agents in `App\Agents` namespace

2. **Auto-Discovery**:
   - Agents are automatically discovered - NO registration needed
   - Simply create the class and it's ready to use

3. **Required Properties**:
   - `$name`: Unique identifier
   - `$description`: Brief description
   - `$instructions`: System prompt for the LLM
   - `$model`: Which LLM model to use

## Common Agent Patterns

### Customer Service Agent
```php
class CustomerServiceAgent extends BaseLlmAgent
{
    protected string $name = 'customer_service';
    protected string $description = 'Handles customer inquiries and support tickets';
    protected string $instructions = <<<'INSTRUCTIONS'
        You are a professional customer service representative.

        Your approach:
        - Always be polite and empathetic
        - Gather all necessary information before providing solutions
        - Escalate complex issues appropriately

        Remember to:
        - Thank the customer for their patience
        - Confirm understanding of their issue
        - Provide clear next steps
        INSTRUCTIONS;
    protected string $model = 'gpt-4o';
    protected array $tools = [
        OrderLookupTool::class,
        TicketCreationTool::class,
        RefundProcessorTool::class,
    ];
}
```

### Data Analysis Agent
```php
class DataAnalysisAgent extends BaseLlmAgent
{
    protected string $name = 'data_analyst';
    protected string $description = 'Analyzes data and generates insights';
    protected string $instructions = <<<'INSTRUCTIONS'
        You are an expert data analyst.

        Your responsibilities:
        - Analyze provided data thoroughly
        - Identify patterns and anomalies
        - Generate actionable insights
        - Create clear visualizations when appropriate

        Always:
        - Verify data quality first
        - Explain your methodology
        - Provide confidence levels for findings
        INSTRUCTIONS;
    protected string $model = 'gpt-4o';
    protected ?float $temperature = 0.3; // Lower temperature for analytical tasks
    protected array $tools = [
        DatabaseQueryTool::class,
        ChartGeneratorTool::class,
        StatisticalAnalysisTool::class,
    ];
}
```

### Creative Content Agent
```php
class ContentCreatorAgent extends BaseLlmAgent
{
    protected string $name = 'content_creator';
    protected string $description = 'Creates engaging content for various platforms';
    protected string $instructions = <<<'INSTRUCTIONS'
        You are a creative content specialist.

        Your expertise includes:
        - Writing engaging blog posts
        - Creating social media content
        - Developing marketing copy
        - Crafting email campaigns

        Style guidelines:
        - Match the brand voice
        - Use active voice
        - Keep sentences concise
        - Include calls to action
        INSTRUCTIONS;
    protected string $model = 'claude-3-opus';
    protected ?float $temperature = 0.8; // Higher temperature for creativity
    protected array $tools = [
        SEOAnalyzerTool::class,
        ImageGeneratorTool::class,
    ];
}
```

## Using Your Agent

### Basic Execution
```php
use App\Agents\MyAgent;

// Simple execution
$response = MyAgent::run('Hello, can you help me?')->go();

// With user context (maintains memory)
$response = MyAgent::run('Remember my name is John')
    ->forUser($user)
    ->go();

// With session persistence
$response = MyAgent::run('What did we discuss earlier?')
    ->forUser($user)
    ->withSession($sessionId)
    ->go();
```

### Advanced Execution Options
```php
// Pass parameters to the agent
$response = MyAgent::run($message)
    ->withParameters([
        'context' => 'customer_support',
        'priority' => 'high',
        'metadata' => ['ticket_id' => 12345]
    ])
    ->go();

// Enable streaming
$stream = MyAgent::run($message)
    ->forUser($user)
    ->streaming(true)
    ->go();

foreach ($stream as $chunk) {
    echo $chunk;
}
```

## Sub-Agent Delegation

Agents can delegate to other agents using the `DelegateToSubAgentTool`:

```php
use Vizra\VizraADK\Tools\DelegateToSubAgentTool;

class ManagerAgent extends BaseLlmAgent
{
    protected string $name = 'manager';
    protected string $description = 'Coordinates tasks between specialized agents';
    protected string $instructions = <<<'INSTRUCTIONS'