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University of Code

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3 contributions to University of Code
THE 4 STAGES OF AI TAKEOVER — WHERE DO WE, AS DEVELOPERS, FIT IN?
Hey Papafam 👋 I just read an awesome reflection on how AI is changing the value of skills especially for us developers. One framework that really stood out to me is TYLER COWEN’S 4-STAGE MODEL OF HUMAN-AI EVOLUTION, originally inspired by chess. I’ve put a developer spin on it: 1. HUMANS > AI Early days of AI in dev. AI writes buggy React code or hallucinates Python syntax. But it’s fast, cheap, and GOOD ENOUGH for boilerplate tasks. Companies start using AI workflows to replace junior devs. Sound familiar? 2. ELITE HUMANS > AI > NON-ELITE HUMANS Top engineers still beat AI on complex tasks, architecture, debugging distributed systems, making tricky trade-offs. But mid-level devs? AI now outperforms them on speed, test coverage, and cleaner commits. This is WHERE some work ARE NOW. 3. CENTAUR MODE: HUMAN + AI > AI ALONE The sweet spot. You’re not just coding you’re ORCHESTRATING. Prompting, validating, curating, iterating. You know WHEN AI LIES, HOW TO BYPASS ITS LIMITS, and WHICH AI TOOL IS RIGHT FOR EACH TASK. Think: DevOps, but for AI teams. This is where MOST OF US are 4. AI > HUMAN + AI The future “black box.” AI designs, deploys, monitors, and improves everything without human input. You’re no longer coding or prompting, but MANAGING OUTCOMES. Or maybe you’re doing something entirely new. QUESTIONS FOR THE PAPAFAM: - Which stage do you think will last the longest? - Is CENTAUR DEV our new career peak, or just a stepping stone? - What skill should we RIGHT NOW double down on to stay ahead? Peace PAPAFAM 🔥
THE 4 STAGES OF AI TAKEOVER — WHERE DO WE, AS DEVELOPERS, FIT IN?
0 likes • Nov '25
Centaur is the way to go i guess, saying this as a laid off engineer lol 😅
Clerk element help
As we already redirect to dashboard after clicking get started and sign in, where should I modify the sign in page, should I create a new sign-in module[[...signin]]/page.tsx but then how can I redirect the app to sign-in and then to dashboard after sign in. Righnt now in middleware we redirect to dashboard right. But how to use elements in that, tha's my question
Shadcn Dark mode
Hey everyone If anyones managed to implement Darkmode/Light mode toggle using Shadcn I could use a bit of help. I've followed the steps from https://ui.shadcn.com/docs/dark-mode/next but I'm still running into issues and don't know how to resolve it. Here's the error I'm hitting:
Shadcn Dark mode
1 like • Jul '24
Thats how i did, created another toggle component which is a client comp, and used it in header or wherever you are using
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Ankur Kalson
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@ankur-kalson-5213

Active 226d ago
Joined Apr 16, 2024