AGENTIC AGENTS

Agentic Agents – ArtilectWorld
AGENTS

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AGENTIC AGENTS

// AI THAT DOESN’T JUST ANSWER — IT ACTS //

Autonomous agents that perceive, reason, plan, and execute tasks toward a goal. No hand-holding required. This is AI in action — not AI as assistant.

Loop Capacity
24/7
Autonomous Op
4IR
Ready
Task Agents Tool-Use Agents Reasoning Agents Multi-Agent Systems Memory Agents Browser Agents Autonomous Intelligence Agentic AI Task Agents Tool-Use Agents Reasoning Agents Multi-Agent Systems Memory Agents Browser Agents Autonomous Intelligence Agentic AI
AGENT

[TRANSMISSION_001]

BEYOND
CHAT
INTO
ACTION.

A regular AI answers questions. An agentic AI acts. Give it a goal and it figures out the steps, uses tools, checks its work, and keeps going until the job is done.

The difference is the feedback loop. Agents observe their environment, decide on an action, execute it, observe the result, and repeat — a cycle that can run thousands of times without human input.

This is the architecture powering the next wave of the Fourth Industrial Revolution. Not AI as assistant. AI as autonomous workforce.

agent_loop.py
# Agentic AI — simplified

def agent_loop(goal):
  memory = []
  tools = [search, code, browse]

  while not complete(goal):
    plan = reason(goal, memory)
    action = choose_tool(plan, tools)
    result = execute(action)
    memory.append(result)
    reflect(result, goal)

  return memory[-1]

agent_loop(“build the future”)
[AGENT_TAXONOMY]

6 Types of Agentic AI

AGENT-CLASS :: 001
🤖
Task Agents
// Goal-Directed Executor

Given a goal, these agents break it into subtasks and execute them step by step — browsing the web, writing code, filing reports — without a human in the loop.

AutoGPTBabyAGIDevinGoal-Loop
AGENT-CLASS :: 002
🔗
Tool-Use Agents
// API + Environment Caller

Agents equipped with tools — calculators, web search, code interpreters, external APIs. They decide which tool to reach for and when, chaining calls to solve complex problems.

ReActFunction CallingMCPToolformer
AGENT-CLASS :: 003
🧠
Reasoning Agents
// Chain-of-Thought Planner

These agents think before they act — using internal monologue, tree-of-thought reasoning, and reflection loops to arrive at better decisions on hard problems.

o1 / o3CoTTree of ThoughtSelf-Reflect
AGENT-CLASS :: 004
👥
Multi-Agent Systems
// Swarm / Orchestrator

Networks of specialized agents that communicate, delegate, and collaborate. An orchestrator assigns work; sub-agents execute. Emergent problem-solving at scale.

CrewAIAutoGenLangGraphSwarm
AGENT-CLASS :: 005
💾
Memory Agents
// Persistent Context Store

Agents with long-term memory — vector databases, episodic recall, semantic retrieval. They remember past interactions and build a persistent model of the world.

RAGVector DBEpisodicMemGPT
AGENT-CLASS :: 006
🌐
Browser Agents
// GUI + Web Operator

Agents that operate computers — clicking, scrolling, filling forms, navigating the web — just like a human would. Your digital worker bee that never sleeps.

OperatorComputer UsePlaywrightWebVoyager
[AGENT_ARCHITECTURE]

How They Work

01
Perceive

The agent receives input — a user prompt, sensor data, API feed, file contents — and builds an internal representation of its current situation and goal.

02
Reason & Plan

Using an LLM as its brain, the agent reasons about what steps are needed. It may break a goal into subtasks, evaluate tradeoffs, or search memory for prior knowledge.

03
Act with Tools

The agent calls external tools — web search, code execution, file I/O, APIs, databases, browsers — to gather information or produce changes in the world.

04
Observe Results

Tool outputs feed back into the agent’s context. It updates its internal state, checks whether the goal is closer, and decides whether to continue, backtrack, or escalate.

05
Iterate or Complete

The loop continues until the goal is achieved or a stopping condition is met. Advanced systems can spawn sub-agents to parallelize work across multiple tracks.

AGENT

// STAY IN THE LOOP //

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