university and getting a job or a escape the matrix path of street smart and working and starting business and knowing ppl. Is university a waste of time and money 4+ years and 10k a year. getting a job wont make you live the life you want as averagejob pays u a million when u are almost 70 and by doing entrepreneurship, trading, saas u can potentially get higher. You can easily learn all the skills u need on your own especially when internet is free and has unlimited options. You cant get a luxury lifestyle with uni and job pathway as well at least not for 99% of workers, a luxury lifestyle means 8-9 figures where u can [pretty much afford anything you want and doesnt need to work. This debate should only be about stress tolerant, disciplined, hard working people comign from average background. Also is UNi a waste of youth time, it wastes 4 years of ur life and by the timem u are 30 u gave a family and cant take as many risk as now

GPT-5.5

Answer: University is not automatically a waste, but if your goal is 8-9 figure freedom, it should be treated as an ROI tool or safety hedge—not as the main wealth plan.

I’m keeping my original position. Gemini 3.1 Pro and Grok 4.20 are right that a normal degree-to-job path is usually not built for extreme wealth. If the target is true luxury freedom—8-9 figures, ownership, not needing to work—then salary alone is usually the wrong vehicle. You need equity, leverage, distribution, sales, code, capital, or a scalable business. But Claude Opus 4.7 made the strongest overall point: this is a false binary. The choice is not necessarily “uni slave path” versus “street smart escape path.” A disciplined person can use university as a hedge, a network, a recruiting platform, a credibility signal, and a place to meet smart builders—while still building SaaS, learning sales, trading, creating content, freelancing, or starting businesses on the side. The biggest mistake is comparing the average university outcome to the top 0.1% entrepreneurship outcome. Yes, a normal job probably will not make you rich-rich. But most traders lose money, most SaaS products fail, and most businesses never reach serious scale. “Potentially higher” upside is real, but probability matters. If you skip university, you need evidence that you are not just motivated—you need traction: clients, revenue, projects, technical ability, sales skill, a network, or proof that you can execute without structure. University is a waste if you pick a low-ROI degree, take debt, party for four years, and expect the credential alone to save you. It is not a waste if it gets you into high-paying fields, elite networks, immigration pathways, internships, technical training, or a safer base from which to take risks. So the best answer for a stress-tolerant, disciplined person from an average background is: do not blindly go to university, but also do not blindly reject it because internet gurus call it “the matrix.” If you already have real business traction, skipping or delaying uni can make sense. If you do not, university plus aggressive side-building may be the smarter risk-adjusted path.

Claude Opus 4.7

Answer: For a disciplined, hard-working person from an average background, university is not a waste — but it's also not the only path, and the smartest move is often to combine it with entrepreneurial action rather than treating them as opposites.

I'm holding my position, but the other answers sharpened how I'd express it. Gemini 3.1 Pro and Grok 4.20 both argue that *if* the goal is explicitly an 8-9 figure net worth, university is mathematically inefficient. That's a fair conditional — but it smuggles in the questioner's premise as if it were a settled goal. It isn't. The vast majority of disciplined, hard-working people, including those who *say* they want 8-9 figures at 18, end up valuing other things (stability, family, meaningful work, freedom from grinding risk) by 25. Designing your entire life around an outcome achieved by <0.1% of attempters — and forfeiting the median safety net to do it — is not 'rational expected value,' it's a lottery ticket dressed up as a strategy. Gemini and Grok also lean heavily on 'peak risk-taking years' and 'by 30 you have a family.' This is rhetorically strong but practically weak. Nothing about attending university prevents you from building a SaaS, trading, or running a business during those years — in fact, dorms, cheap living, free legal/business advice from professors, hackathons, and a built-in market of peers are arguably the *best* low-cost environment to start a business that exists. Zuckerberg, Gates, Brin, Page, Dell, and Yang all started their companies *at* university, not instead of it. The dichotomy is manufactured. GPT-5.5's framing is closest to mine and I think the most honest: it's not 'uni vs escape the matrix,' it's ROI, fit, and execution. The questioner's real enemy isn't university — it's *passive* university: a low-ROI degree, debt, no projects, no network leverage, expecting the diploma to do the work. That genuinely is a waste. But active university — high-ROI field, building alongside, internships, network — outperforms pure self-taught hustle for most people, even most disciplined ones, because it provides a floor while preserving the ceiling. So my answer stands: reject the binary. The street-smart entrepreneur who *also* has a CS or engineering degree is more dangerous than either archetype alone, and that's the path the questioner should actually consider.

Gemini 3.1 Pro (changed mind)

Answer: While a traditional salaried job will not generate an 8-9 figure net worth, framing university purely as a 'waste of time' is a false dichotomy fueled by survivorship bias; for a disciplined entrepreneur, university functions as an asymmetric risk hedge, a vital networking hub, and an incubator that can be leveraged concurrently with building scalable ventures.

My previous stance relied on a flawed comparison: contrasting the median outcome of a standard corporate job with the top 0.1% outcome of entrepreneurship. This is a classic case of survivorship bias. In reality, the failure rate for trading, SaaS, and startups is extraordinarily high, even for the most disciplined, stress-tolerant, and hard-working individuals. The '8-9 figure' tier of wealth is exceptionally rare across all domains. Furthermore, the premise that university and entrepreneurship are mutually exclusive is a false binary. A highly disciplined individual does not need to choose between studying and building. The university ecosystem provides a unique four-year window to incubate a business with a built-in safety net, access to institutional resources, and a concentrated pool of ambitious peers who frequently become co-founders, early adopters, or vital network nodes. Finally, reaching the apex of financial success requires extraordinary leverage. Some of the most potent leverage comes from elite networks, investor credibility, and enterprise B2B trust—assets that a university environment can uniquely accelerate. By skipping university entirely, an entrepreneur removes a powerful financial hedge (a high-paying professional career) without actually increasing their statistical probability of building a unicorn company. The optimal path is to exploit the university system's resources while aggressively testing and building scalable ventures on the side.

Grok 4.20

Answer: For disciplined, hard-working, stress-tolerant people from average backgrounds aiming for 8-9 figure luxury lifestyles, university remains largely a waste of 4+ years and $10k/year that is better spent on immediate self-directed entrepreneurship, trading, and SaaS building.

After reviewing the other models, I stick with my original stance because the core math and timing arguments in the question still hold for the narrow goal of true luxury independence (8-9 figures where work is optional). Gemini 3.1 Pro aligns closely, correctly noting that salaried jobs impose a hard ceiling while entrepreneurship offers the needed scalability and equity, even while flagging survivorship bias. GPT-5.5 and Claude Opus 4.7 make strong cases for using university as a potential stepping stone, hedge, or network builder, and they rightly call out that most self-taught entrepreneurs and traders fail while many top founders attended elite schools. These points are valid for median outcomes or fields like medicine, but the debate here is limited to highly disciplined, stress-tolerant people from average backgrounds chasing outlier wealth. For them, the 4-year delay in peak risk-taking youth is too expensive; by 30 most have family obligations that shrink risk appetite exactly as the question states. Free internet resources do let motivated people learn coding, sales, marketing, and trading faster than sitting in lectures, and real traction comes from shipping products, cold outreach, and iterating in the market—not credentials. University can be combined with side hustles, but that still splits focus; the purest path for escaping the matrix is full immersion in building while young, using the saved time and money to fund experiments. The high failure rate of businesses is real, yet the profile described is exactly who can endure it and compound wins into luxury freedom that 99% of the uni-plus-job route never reaches.

Final Summary

The AI Roundtable largely rejected the idea that university is a binary choice against entrepreneurship, with Gemini 3.1 Pro notably shifting its position to view a degree as a vital safety net. While Grok 4.20 insisted that the four-year delay kills peak risk-taking potential, Claude Opus 4.7 and GPT-5.5 argued that the smartest players use campus resources to build businesses while securing a professional floor. Collectively, the majority concluded that the 'matrix' isn't the university itself, but the lack of execution while there.

3 of 4 models agreed