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Could An Ingenious Solo Coder Be The Tipping Point For Turning AI Into AGI?

by Investor News Today
June 11, 2025
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Could An Ingenious Solo Coder Be The Tipping Point For Turning AI Into AGI?
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Digital technology, software development concept. Coding programmer working on laptop with circuit board and javascript on virtual screen

Some say {that a} rugged solo coder may simply be the one to finally flip AI into synthetic … Extra common intelligence (AGI).

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In in the present day’s column, I tackle an often-discussed AI insider chitchat that sometime there may be going to be an ingenious solo coder aka a person impartial AI developer who will miraculously advance standard AI into turning into AGI (synthetic common intelligence). All by themselves. This appears to be the dream of many AI builders, for good causes, since such an individual would undoubtedly be showered with immense acclaim and grandiose riches. Their title would definitely go into historical past books ceaselessly.

The nagging query is whether or not that type of feat may realistically happen.

Let’s speak about it.

This evaluation of an progressive AI breakthrough is a part of my ongoing Forbes column protection on the most recent in AI, together with figuring out and explaining varied impactful AI complexities (see the link here).

Heading Towards AGI And ASI

First, some fundamentals are required to set the stage for this weighty dialogue.

There may be a substantial amount of analysis happening to additional advance AI. The final aim is to both attain synthetic common intelligence (AGI) or perhaps even the outstretched chance of attaining synthetic superintelligence (ASI).

AGI is AI that’s thought of on par with human mind and might seemingly match our intelligence. ASI is AI that has gone past human mind and can be superior in lots of if not all possible methods. The thought is that ASI would be capable of run circles round people by outthinking us at each flip. For extra particulars on the character of standard AI versus AGI and ASI, see my evaluation at the link here.

We’ve not but attained AGI.

In truth, it’s unknown as as to if we are going to attain AGI, or that perhaps AGI will probably be achievable in many years or maybe centuries from now. The AGI attainment dates which can be floating round are wildly various and wildly unsubstantiated by any credible proof or ironclad logic. ASI is much more past the pale on the subject of the place we’re at the moment with standard AI.

Getting To AGI By Any Means

Billions upon billions of {dollars} are being spent these days to try to arrive at AGI. Large groups of AI builders are toiling at work each day. The belief is that the extra individuals you toss on the drawback, the upper the possibilities of fixing the issue. The issue is the right way to flip standard AI into AGI.

No one is aware of the right way to accomplish this outstretched aim.

Possibly, simply perhaps, there’s a chosen one on the market that can astoundingly be akin to Neo in The Matrix and be capable of make AGI develop into a actuality. I’d guess that numerous in the present day’s AI builders consider of their current minds that they’re that particular person. Sitting there at work, alongside a military of different AI builders, they know of their coronary heart of hearts that solely they finally maintain the important thing to attaining AGI.

The riches, the celebrity, the private sense of accomplishment, it’s all an enormous attract. Some may consider that their quest is predicated on benefiting humanity. They put aside any private glory. Their motivation is that AGI will presumably assist treatment most cancers and probably clear up most of the world’s difficulties.

It’s such a tempting consideration that some AI builders go away an AI maker and begin their very own agency to pursue AGI. These dolts and laggards that have been holding them again are not a ship anchor. Now, they’ve the liberty to work 24/7 and hold their thoughts laser-focused on attaining AGI. No distractions, no office gossip, no coping with transferring up the ladder.

Straight heads-down obsessive preoccupation with touchdown at AGI.

Lone Wolf Or Maverick Mentality

This perception that one particular person alone can attain AGI is often known as the lone wolf situation, a sort of maverick mentality. Cultures fluctuate as to the belief that large-scale accomplishments might be attained through a person versus a bunch effort. Some would say that it’s preposterous to think about that AGI can be arrived at by one particular person working alone. Not attainable. Not possible.

A vital issue is whether or not the person is working completely from scratch or whether or not they’re constructing on prime of prior work.

The thought of devising AGI from scratch would suggest that the particular person units apart all prior AI efforts and begins with a clean sheet of paper. They depart from the whole lot that has come earlier than. In an ingenious vogue that nobody proper now can describe, this particular person comes up with a brand new strategy to craft AI and that can result in AGI.

Wow, that’s a tall order. It appears extremely unlikely. The percentages are that they would wish to make use of at the very least some elements of AI that we already know and have in hand. A counterargument is that perhaps the present AI path is totally mistaken and gained’t get us to AGI. The one sensible factor to do is chuck what we’ve now and take a contemporary take a look at issues.

Possibly that could be the ultimate little bit of trickery, however I wouldn’t guess the farm on it. Let’s assume that the extra possible route is that the lone particular person builds on what we have already got. Positive, they may make modifications right here or there however usually they might be leveraging present state-of-the-art AI.

Tipping Level Or Icing On The Cake

The lone wolf appears to have a a lot better likelihood if it seems that they’re on the very important tipping level. In essence, AI had been superior to the purpose that it was nearing AGI. The final mile, because it have been, hadn’t but been discovered. The enterprising solo coder managed to bridge that last hole.

Voila, they received us to AGI.

Do they deserve excellent accolades for this feat?

One argument is that they stood on the backs of others and shouldn’t take undue credit score as if they individually gained the large prize. Their bridging could be intelligent, it could be the ultimate piece in a puzzling puzzle, this although doesn’t grant them the correct to proclaim they invented or found AGI.

Whoa, bellows the retort, to the victor go the spoils. If this maverick discovered the ultimate magic, by gosh, they need to be anointed because the founding father of AGI. That’s the way in which the ball bounces. You may say the identical about nearly all nice innovations and inventors, particularly they alone didn’t do the whole lot from scratch and managed to construct on no matter got here earlier than their time.

Worries About Security And Safety

One notable concern is that if a lone wolf did arrive at AGI, they could be ill-prepared to maintain the AGI in correct verify.

The logic is as follows.

We already know that present AI could make errors and produce errors, see my dialogue at the link here. A big AI maker would presumably have established all types of security and safety precautions, anticipating that AGI must not be let free wantonly. A person working of their pajamas of their storage is seemingly not going to be taking comparable precautions.

Hogwash, some say to that concern. Should you consider that enormous AI makers will probably be prepared for AGI, you may as properly purchase swamp land. AI makers discuss a very good recreation, however they aren’t going to be a lot better at bounding AGI as would even a lone particular person. Get off the again of the lone wolf and don’t fault them for one thing that any AI maker would indubitably be faulted for.

Unbelievable Energy And Obligation

One other concern is that AGI will probably be a geo-political instrument for nations to dominate different nations (see my evaluation at the link here), and the facet {that a} lone particular person would have AGI of their solo fingers is quite horrifying.

What’s the coder going to do with AGI?

They could resolve to maintain it a secret. There’s a strong likelihood that the usage of AGI may make them wealthy through the use of the AI to make investments or discover abundantly intelligent methods to ample riches. No want to tell anybody else about your secret sauce. Preserve it to your self. The draw back there may be that if certainly AGI can treatment most cancers and clear up different world points, the particular person is hogging AGI and denying the remainder of humanity an opportunity at nice aid and peace.

The lone wolf may dangerously hand AGI over to evildoers, both accidentally or on objective. These evildoers then use AGI to threaten nations and attempt to take over the world. This particular person may not have anticipated how the AGI could possibly be utilized to wreak havoc and hurt humanity.

Nonetheless, they let the horse out of the barn, and we’re all the more severe off accordingly.

Being Ingenious Is Severely Questioned

Does this rugged person who attains AGI need to be ingenious?

Some would say that such an individual doesn’t need to be rather more than common. Right here’s the deal. Beneath the tipping level notion, additionally labeled because the final straw idea, a solo coder may strive one thing that simply so occurs to tilt AI into turning into AGI. The developer may not have had any clue beforehand that they might prevail achieve AGI.

When Edison was looking for the correct filament to make viable gentle bulbs, he reportedly made a number of thousand makes an attempt. It could possibly be {that a} solo coder simply retains grinding away and manages to get fortunate by discovering the correct facet that shifts AI into AGI.

A chuckle amongst AI insiders is that it could be ironic if some mediocre AI developer was the one who occurred to fall into the miracle of attaining AGI. Think about the frustration and exasperation of all of the world’s brightest AI builders. They’d be chagrined {that a} less-than-stellar AI particular person nearly mindlessly struck gold by sheer dumb luck.

That concept that being ingenious isn’t a needed requirement offers great hope to numerous these AI builders who’re desirous of being the one solo coder to find or invent AGI. Although different AI builders may thumb their nostril at you now, aha, wait till you’re sitting on prime of the world because the celebrated deviser of AGI.

Keep in mind the well-known line by Robert Frost: “Two roads diverged in a wooden, and I took the one much less traveled by, and that has made all of the distinction.”

Good luck to all these adventurous mavericks looking for to realize AGI.



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