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Introduction

The Agents package provides a minimal, composable foundation for building LLM-powered agents that reason and act through tool use. At its core, an agent is a loop: send messages to an LLM, receive a response (possibly with tool calls), execute those tools, feed results back, and repeat until done.

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Key Design Principles

  • Immutable state - AgentState is a readonly value object. Every mutation returns a new instance.
  • Pluggable drivers - Swap between ToolCallingDriver (native function calling) and ReActDriver (Thought/Action/Observation) without changing your agent code.
  • Lifecycle hooks - Intercept any phase of execution to add guards, logging, or custom behavior.
  • Testable by default - FakeAgentDriver lets you script deterministic scenarios without LLM calls.

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Package Structure

Core/           # AgentLoop, AgentState, tools, stop signals
Context/        # AgentContext, message compilers
Hooks/          # Lifecycle interceptors and guard hooks
Drivers/        # ToolCallingDriver, ReActDriver, FakeAgentDriver
Events/         # Agent event system
Exceptions/     # Domain exceptions
// @doctest id="6f24"

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Minimal Example

use Cognesy\Agents\Core\AgentLoop;
use Cognesy\Agents\Core\Data\AgentState;

$loop = AgentLoop::default();
$state = AgentState::empty()->withUserMessage('Hello!');
$result = $loop->execute($state);

echo $result->finalResponse()->toString();
// @doctest id="99ee"