It’s easy to think AI has already outpaced humans in every intellectual arena – after all, machines have dominated chess, Go, and poker for years now. But when it comes to competitive coding, humans are still holding on to a narrow lead. I recently came across insights from a remarkable Polish coder, Przemysław Dębiak, aka Psyho, who just narrowly beat OpenAI’s AI model at the AtCoder World Tour Finals 2025 in Tokyo.
What makes Psyho’s victory fascinating isn’t just the win itself—it’s the candid way he reflects on the future. Having worked at OpenAI himself before retiring, he foresees that he might be among the last humans to claim such glory. The pace of AI progress is blazingly fast, and soon machines might become unbeatable in this arena too.
“AI isn’t necessarily the smartest, but it’s definitely the fastest — like cloning a single talented human many times over working in parallel.”
Why humans still have an edge in coding
In coding contests, the toughest challenges often involve complex optimization puzzles like the famous “travelling salesman problem.” These problems are easy to state but incredibly hard to solve optimally. While AI models like OpenAI’s entrant can rapidly generate and test many solutions, humans excel at deep reasoning and creative problem solving.
Psyho explained that top coders have a distinct advantage in intricate reasoning over current AI. Yet, humans are fundamentally limited by physical typing speed — an AI can iterate thousands of variations in the same timeframe. In effect, an AI can act like many clones of a single coder, working simultaneously to test numerous tweaks.

That speed advantage is closing the gap fast, though. The OpenAI algorithm came in just 9.5% behind the human winner – an incredibly tight race when you consider the complexity and duration (the contest spans about 10 hours!). This suggests AI isn’t far from potentially surpassing even the best human minds in such tasks.
What this means for coding and white-collar jobs
These developments don’t just change contests or bragging rights — they signal broader shifts in how AI is reshaping work itself. Major tech companies like Meta and Microsoft are increasingly relying on AI to write and optimize code. According to industry insiders, AI could take over around 20% of white-collar jobs within the next five years.
Psyho reflected on this with a mixture of awe and caution. The AI revolution is already impacting professions that depend on cognitive skills, while manual and robotic automation trails behind. He also raised important concerns about societal impacts, noting issues like disinformation, humans struggling to find purpose, and technological progress accelerating at an unprecedented pace.
What I take away from this AI coding showdown
- Human reasoning still shines: Despite AI’s speed, nuanced, creative problem-solving keeps humans competitive—for now.
- AI’s parallel processing is a game changer: Multiplying efforts at lightning speed will eventually tip the scales.
- Change is coming fast: The era when humans dominate coding contests and certain white-collar roles might be closing soon.
Witnessing Psyho’s narrow victory felt like a snapshot in time: a last human stand before the AI tide makes its inevitable breakthrough. Whether that future arrives with frustration or excitement, it’s clear that adaptability and collaboration with AI will be crucial skills going forward.
It’s a humbling reminder that, while AI’s raw computational power grows exponentially, the human mind’s spark of ingenuity still holds tremendous value — even as the scoreboard begins to shift.



