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Overview

The simplest use of an Agent - a straightforward Q&A without tools. The agent uses the LLM directly to answer questions. This demonstrates the core agent loop: receiving a message, processing it through the LLM, and returning a response. Key concepts:
  • AgentBuilder: Constructs configured agent instances
  • AgentState: Immutable state container for messages and metadata
  • AgentLoop::execute(): Executes the agent loop until completion
  • UseGuards: Adds step/token/time safety limits
  • AgentEventConsoleObserver: Provides visibility into agent execution stages

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Example

<?php
require 'examples/boot.php';

use Cognesy\Agents\Builder\AgentBuilder;
use Cognesy\Agents\Capability\Core\UseGuards;
use Cognesy\Agents\Capability\Core\UseLLMConfig;
use Cognesy\Agents\Data\AgentState;
use Cognesy\Agents\Events\Support\AgentEventConsoleObserver;
use Cognesy\Messages\Messages;
use Cognesy\Polyglot\Inference\LLMProvider;

// Create a console logger for visibility into agent execution
$logger = new AgentEventConsoleObserver(
    useColors: true,
    showTimestamps: true,
    showContinuation: true,
);

// Build a basic agent
$agent = AgentBuilder::base()
    ->withCapability(new UseLLMConfig(llm: LLMProvider::fromLLMConfig(ExampleConfig::llmPreset('anthropic'))))
    ->withCapability(new UseGuards(maxSteps: 3, maxTokens: 4096, maxExecutionTime: 30))
    ->build()
    ->wiretap($logger->wiretap());

// Create initial state with user question
$state = AgentState::empty()->withMessages(
    Messages::fromString('What is the capital of France? Answer in one sentence.')
);

echo "=== Agent Execution Log ===\n\n";

// Execute agent until completion
$finalState = $agent->execute($state);

echo "\n=== Result ===\n";
$response = $finalState->finalResponse()->toString() ?: 'No response';
echo "Answer: {$response}\n";
echo "Steps: {$finalState->stepCount()}\n";
echo "Tokens: {$finalState->usage()->total()}\n";
echo "Status: {$finalState->status()->value}\n";

if ($finalState->status()->value !== 'completed') {
    echo "Skipping assertions because execution status is {$finalState->status()->value}.\n";
    return;
}

// Assertions
assert($finalState->status() === \Cognesy\Agents\Enums\ExecutionStatus::Completed);
assert(!empty($finalState->finalResponse()->toString()), 'Expected non-empty response');
assert($finalState->stepCount() >= 1, 'Expected at least 1 step');
assert($finalState->usage()->total() > 0, 'Expected token usage > 0');
?>