AI plays Pokémon Fire Red by watching screens, but hallucinates on the basics

Published on June 10, 2026 | Translated from Spanish

Anthropic has achieved its artificial intelligence completing Pokémon Fire Red without external help, only by analyzing screenshots. The system learned through trial and error, like a human player but without fatigue. However, the thread breaks when you ask it something about politics or health: it responds with hallucinations.

vintage Game Boy Advance screen showing Pokémon battle scene, Charizard using Flamethrower attack, digital data streams visible along screen edges, AI neural network nodes glowing faintly around the device, split screen effect with right side showing hallucinated political news headlines dissolving into static, glitch artifacts corrupting the bottom of the screen, hands-free setup with camera arm recording the screen, keyboard and monitor in background displaying Python code and terminal logs, cinematic technical illustration, neon blue and red lighting, photorealistic engineering visualization, motion blur on attack animation, glowing error particles spreading from the corrupted area, ultra-detailed hardware textures

Visual reinforcement learning without human intervention 🎮

Anthropic's model processes each frame of the game as a static image, making movement and combat decisions based on rewards. It does not access RAM or internal cartridge data. It uses convolutional neural networks to identify sprites and text, and a reinforcement algorithm that optimizes the route. Training required thousands of simulated playthroughs, but the result is an agent capable of defeating the Elite Four without knowing the game's rules.

It beats the game, but doesn't know what a political party is 🤖

The same AI that defeats Mewtwo with a leveled-up Charmander goes blank if you ask it to explain the healthcare system. It's like a friend who solves a Rubik's Cube in ten seconds but thinks Finland is in Africa. Very skilled with pixels, but zero common sense. At least it doesn't complain about loading times or ask you to save the game every five minutes.