Academy's Genius Swordsman (Korean: 아카데미의 천재 칼잡이) is a premier "Academy" and "Game Transmigration" manhwa based on the novel by Sancha. It is widely recognized for its top-tier art and a protagonist who brings a level of "pro-gamer" precision to the world of high-stakes swordsmanship.

The story follows Kim Baek-ho, a man who spent his life mastering a notoriously difficult RPG. After dying, he finds himself transmigrated into the game world as a character he created—a "cursed" genius swordsman destined for an early death. He enrolls in Stella Academy, the world's most prestigious training ground for mages and knights. Surrounded by the "Main Characters" of the original story, Baek-ho must use his perfect knowledge of the game's mechanics and his own refined instincts to defy his cursed fate and survive the coming destruction.

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

Core Characteristics & Tropes
The "Pure" Swordsman: In a world where mages and magic-warriors dominate, Baek-ho focuses on the absolute fundamentals of the blade. His strength comes from inhuman reaction speeds and a deep understanding of "The Way of the Sword" that transcends standard school teachings.

The Cursed Constitution: This provides the core tension. While Baek-ho is a genius, his body is a ticking time bomb. This "glass cannon" dynamic means he has to win fights quickly and efficiently, as drawn-out battles are physically impossible for him.

Pro-Gamer Meta-Knowledge: Baek-ho knows every "Hidden Piece," every boss pattern, and every secret quest within Stella Academy. He uses this knowledge to "speed-run" his growth, acquiring legendary items and skills that even the professors consider myths.

Stoic and Pragmatic Lead: Baek-ho isn't interested in the typical academy social life or romance. He is focused entirely on survival, which gives him a "cool" and mysterious aura that often intimidates or fascinates those around him.