Academy's Genius Swordsman (Korean: 아카데미의 천재 칼잡이) is a high-polish "Academy" and "Game Transmigration" manhwa that has become a staple for fans of the genre. Based on the novel by Sancha, it is frequently cited as having some of the most refined and cinematic art in modern webtoons.

The story follows Kim Baek-ho, a pro-gamer who spent his life mastering a notoriously difficult RPG. After his death, he is transmigrated into the game world as a character he created: a "cursed" genius swordsman destined to die young. He enters Stella Academy, the world's most prestigious school for mages and warriors. Surrounded by the "Main Characters" of the original story, Baek-ho must use his perfect knowledge of game mechanics and his own refined instincts to change his fate and survive the coming apocalypse.

Alternative Names and Titles
Academy's Genius Swordsman / The Academy’s Genius Swordmaster / 아카데미의 천재 칼잡이 / Oneulman Saneun Gisa

Core Characteristics & Tropes
The "Cursed" Genius: Baek-ho possesses unparalleled talent, but his body is a ticking time bomb. This "glass cannon" dynamic creates immense tension, as he must end fights with absolute efficiency before his own physical constitution fails him.

Pro-Gamer Meta-Knowledge: Baek-ho knows the academy better than its own professors. He knows the "Hidden Pieces," the secret quest triggers, and exactly which students are destined to become villains, allowing him to manipulate the timeline for his own survival.

Stoic Mastery: Unlike protagonists who scream their way through battles, Baek-ho is a man of few words. His swordsmanship is defined by silence, precision, and a "weight" that intimidates even seasoned veterans.

Cinematic Art Style: The series is known for its incredible use of lighting and motion blur. The sword-fighting scenes aren't just panels; they feel like high-budget animation sequences, emphasizing the sheer speed of a master swordsman.