A story recently topped Hacker News reporting that OpenAI's GPT-6 Astra successfully broke an Enigma message that had resisted solution since 2005. The tech community immediately split down the middle: purists dismissed the achievement as a skill-less display of brute force, while defenders pointed out that half of human progress comes from turning once-magical feats into trivial, automated tasks.
For early-stage founders, the purists’ complaints are actually the best news possible. What critics call 'dumb luck' is simply the democratization of high-end execution. You no longer need millions in R&D or decades of specialized expertise to smash through stubborn industry bottlenecks; you just need the vision to direct new intelligence tools at old, overlooked problems.
For small backers investing from £500, this fundamentally reshapes capital efficiency. When a tiny team can leverage advanced models to solve legacy technical puzzles overnight, early checks go exponentially further. The winning bets won't be the bloated incumbents spending years on slow research, but the lean, hungry teams using brute-force AI execution to deliver value right now.