Thursday, January 23

As artificial intelligence (AI) continues to advance at full speed, some industry experts predict the arrival of artificial general intelligence (AGI) within the next decade. This form of AI matches and even surpasses human-level intelligence.

In a conversation with Ben Goertzel, CEO at SingularityNET, and David Vivancos, Scientific Advisor at Qubic, BeInCrypto learned about what needs to be refined for AGI to arrive and how it will impact the cryptocurrency market as we know it today.

Transitioning from AI to AGI

AI refers to the development of computer systems capable of performing tasks that typically require human intelligence.

These include learning, comprehending information, solving complex problems, making decisions, exhibiting creative behavior, and operating autonomously.

Last year witnessed breakthroughs specific to generative AI, a technology that can create original context for text, images, and video.

“Current‬‭ AI‬‭ tech‬‭ has‬‭ functionality‬‭ that‬‭ is‬‭ impressively‬‭ broad‬‭ and‬‭ general‬‭ in‬‭ some‬‭ ways,‬‭ but‬‭ it‬‭ achieves‬‭ this‬‭ generality‬‭ via‬‭ ingesting‬‭ a‬‭ huge‬‭ and‬‭ general‬‭ training‬‭ dataset, rather than by making creative leaps of generalization,” Goertzel told BeInCrypto.

As AI continues to refine itself, researchers, industry experts, and the general public wonder when technological superintelligence will arrive.

Since the inception of ChatGPT, the scientific community has started to consider the concept of AGI with increasing seriousness.

Unlike traditional AI, which guides itself by reading data and interpreting algorithms, AGI emphasizes the integration of logic and reasoning into its learning processes, seeking to emulate human cognitive capabilities.

“To‬‭ frame‬‭ it‬‭ correctly,‬‭ reaching‬‭ AGI‬‭ will‬‭ mean‬‭ that‬‭ we‬‭ build‬‭ a‬‭ human‬‭ level‬‭ artificial‬‭ entity‬‭ that‬‭ works‬‭ 24/7‬‭ (x)‬‭ times‬‭ faster‬‭ than‬‭ a‬‭ very‬‭ smart‬‭ human,‬‭ if‬‭ we‬‭ have‬‭ enough‬‭ computational‬‭ capabilities‬‭ for‬‭ that‬‭ (x)‬‭ to‬‭ be‬‭ bigger‬‭ than‬‭ the‬‭ 8‬‭ billion‬‭ people‬‭ living‬‭ on‬‭ planet‬‭ earth,‬‭ then‬‭ we‬‭ will‬‭ have‬‭ reached‬‭ ASI‬‭ or‬‭ Artificial‬‭ Super‬‭ Intelligence,” Vivancos said.

While AGI does not currently exist and remains a subject of ongoing research and experimentation, its development could lead to significant advancements. It would enable AI systems to process and analyze data at speeds and sophistication that surpass current technologies’ capabilities.

Disagreements Over AGI’s Expected Arrival

Though there have been a string of breakthroughs in artificial intelligence over the past year, AI researchers and industry experts do not agree on how soon AGI can be achieved.

In December, OpenAI CEO Sam Altman predicted that the industry would begin seeing the first AGI examples in 2025.

Last April, Tesla CEO Elon Musk predicted the development of smarter-than-human intelligence by 2026. Anthropic CEO Dario Amodei agreed with Musk’s calculations in a separate statement.

Some industry leaders like Google DeepMind co-founder Demis Hassabis expect AGI-like systems to arrive within the next decade.

In his interview with BeInCrypto, Goertzel shared this prediction.

“‬‭Only‬‭ recently‬‭ do‬‭ we‬‭ have‬‭ the‬‭ compute‬‭ power‬‭ needed‬‭ to‬‭ approach‬‭ human-level‬‭ AGI‬‭ without‬‭ extreme‬‭ amounts‬‭ of‬‭ algorithmic‬‭ trickery.‬‭ Now‬‭ that‬‭ we‬‭ do,‬‭ I‬‭ think‬‭ we‬‭ will probably get to human-level AGI within a few years,” he said.

Vivancos employed a different approach in his evaluation. He broke down progress made in different sectors of AGI development.

“We‬‭ are‬‭ on‬‭ average‬‭ about‬‭ 53%‬‭ completed‬‭ in‬‭ the‬‭ journey‬‭ towards‬‭ AGI,‬‭ but‬‭ it‬‭ is‬‭ true‬‭ that‬‭ in‬‭ some‬‭ areas‬‭ it‬‭ is‬‭ practically‬‭ already‬‭ at‬‭ 100%‬‭ and‬‭ in‬‭ a‬‭ few‬‭ other‬‭ at‬‭ 0%,” he said.

But other experts have expressed even more tempered expectations.

Yann LeCun, Meta’s chief AI scientist, has repeatedly declared that AGI is nowhere near completion.

“All of this is going to take at least a decade, and probably a lot more, because there are a lot of problems that we’re not seeing right now. So we don’t know if there is an easy solution within this framework,” LeCun explained in an interview with Lex Fridman.

However, before entertaining the idea of AGI, hurdles related to its development need to be examined.

Challenges Facing AGI Development

Most researchers agree that several challenges must be addressed to develop true AGI.

“The main challenge is that we don’t know how the human brain works, so replicating it is tricky,” said Vivancos.

Today’s AI systems can recognize patterns in complex data and learn through trial and error. However, they struggle with truly complex tasks like deep thinking or understanding and using language like humans.

The finiteness of computational resources is another issue.‭

“Also, we are bounded by our current computation capabilities, energy storage, and generation,” said Vivancos.

A computer requires incredibly powerful hardware to emulate a human brain. This undertaking involves immense memory capacity to store the vast amount of information the brain processes and incredibly fast processors to handle this information at the speed required for human-like thought.

Furthermore, these powerful components must be seamlessly interconnected. They need to allow for the rapid and efficient transfer of information within the system to mirror the complex neural networks of the human brain.

Creating a truly brain-like computer demands computational power and interconnectedness that surpasses current technological capabilities.

Difficulties in Replicating Nuanced Human Behavior

AGI encompasses the capacity to accomplish various goals and tasks across different contexts and environments.

But unlike humans, technology does not register the environment that it lives in.

“There‬‭ are‬‭ many‬‭ unresolved‬‭ research‬‭ questions‬‭ we‬‭ need‬‭ to‬‭ work‬‭ through‬‭ to‬‭ get‬‭ to‬‭ human-level‬‭ AGI‬‭. ‬‭No‬‭ one‬‭ yet‬‭ understands‬‭ in‬‭ detail, for example,‬‭ how‬‭ abstract‬‭ conceptual‬‭ knowledge‬‭ needs‬‭ to‬‭ relate‬‭ to‬‭ perceptual‬‭ knowledge‬‭ or‬‭ specific‬‭ actions‬‭ in‬‭ a‬‭ human-like‬‭ brain‬‭, nor‬‭ how‬‭ attention‬‭ and‬‭ awareness‬‭ emerge‬‭ from‬‭ the‬‭ collective‬‭ activity‬‭ of‬‭ large‬‭ self-organizing‬‭ networks‬‭ of‬‭ processing‬‭ elements,” Goertzel said.

Vivancos coined his very own term to describe this phenomenon. He refers to Embodied Artificial General Intelligence, or E-AGI, as the convergence of biological and machine intelligence.

“For‬‭ me,‬‭ a‬‭ critical‬‭ factor‬‭ is‬‭ the‬‭ lack‬‭ of‬‭ “physical” form, where our senses and actuators build real models of the world‬‭, and‬‭ support‬‭ the‬‭ imagined‬‭ ones‬‭ the‬‭ brain‬‭ constructs,” he said.

This approach highlights the significance of the physical body and its interactions with the environment in developing machine-automated intelligent behavior.

It argues that true intelligence cannot be fully understood by solely focusing on abstract thought processes. Instead, it emphasizes the importance of examining how living beings interact with their physical surroundings and how they perceive and respond to sensory information.

Nonetheless, even without having embodied intelligence, AGI could greatly impact different areas of society.

The Potential Impact of AGI on Crypto Trading

AGI can completely re-envision the way that cryptocurrency markets work today.

“Based‬‭ on‬‭ the‬‭ current‬‭ growth‬‭ in‬‭ compute,‬‭ if‬‭ AGI‬‭ is‬‭ reached‬‭ within‬‭ the‬‭ decade‬‭,‬‭ it‬‭ can‬‭ beat‬‭ by‬‭ far‬‭ best‬‭ human‬‭ crypto‬‭ trader‬‭ working‬‭ with‬‭ the‬‭ best‬‭ current‬‭ trading‬‭ bots,‬‭ and‬‭ it‬‭ will‬‭ disrupt‬‭ the‬‭ market,‬‭ depending‬‭ on‬‭ how‬‭ many‬‭ of‬‭ them‬‭ are‬‭ there,” said Vivancos.

To that point, Goertzel added:

“An‬‭ AGI‬‭ with‬‭ roughly‬‭ human-level‬‭ general‬‭ intelligence‬‭ would‬‭ likely‬‭ vastly‬‭ exceed‬‭ human‬‭ capability‬‭ in‬‭ financial‬‭ matters‬‭ including‬‭ trading,‬‭ strategic‬‭ investment‬‭ and‬‭ risk‬‭ management.‬‭ So‬‭ the‬‭ financial‬‭ markets‬‭ would‬‭ be‬‭ almost‬‭ totally‬‭ dominated‬‭ by‬‭ AGIs,‬‭ and‬‭ to‬‭ the‬‭ extent‬‭ the‬‭ money-driven‬‭ market‬‭ economy‬‭ was‬‭ still‬‭ a‬‭ thing,‬‭ it‬‭ would be taken over by AGIs and those who own them.”

Once AGI is achieved and its capabilities are refined over time, so will its capacity to autonomously trade cryptocurrencies more efficiently.

“‭Imagine‬‭ the‬‭ current‬‭ trading‬‭ bots‬‭ on‬‭ steroids‬‭ but‬‭ with‬‭ the‬‭ capability‬‭ to‬‭ understand‬‭ the‬‭ nuances‬‭ that‬‭ a‬‭ human‬‭ expert‬‭ trader‬‭ can‬‭ extract‬‭ from‬‭ the‬‭ news‬‭ and‬‭ all‬‭ the‬‭ open‬‭ and‬‭ close‬‭ data‬‭ that‬‭ flow‬‭ every‬‭ instant,‬‭ and‬‭ use‬‭ it‬‭ to‬‭ track‬‭ the‬‭ subtle‬‭ nano-trends‬‭ that‬‭ influence‬‭ the‬‭ price‬‭ and‬‭ the‬‭ macro‬‭ ones,‬‭ all‬‭ at‬‭ the‬‭ same‬‭ time,” said Vivancos.

AI meme coins were one of the leading crypto narratives of 2024. These projects use AI to foster deeper user interaction through personalized content, meme campaigns, and real-time analytics.

With the rise of AGI, its influence on meme coins promises to have an even greater impact.

“‬‭One‬‭ suspects‬‭ an‬‭ AGI‬‭ would‬‭ be‬‭ better‬‭ than‬‭ humans‬‭ at‬‭ guesstimating‬‭ which‬‭ meme coins‬‭ are‬‭ likely‬‭ to‬‭ take‬‭ off‬‭ in‬‭ a‬‭ given‬‭ culture‬‭ at‬‭ a‬‭ given‬‭ moment.‬‭ As well, AGI market makers would be better than human market makers at coordinating mem ecoin‬‭ tokenomics,” Goertzel said.

That being said, the market capitalization of AI agent tokens has surged to $13.3 billion.

Top AI Agent Coins. Source: CoinGecko

How Blockchain Technology Can Be Used to Rollout AGI

Currently, AGI development is concentrated in the hands of a few companies. Major players include Anthropic, Google DeepMind, IBM, Microsoft, and OpenAI.

“Currently‬‭ beside‬‭ a‬‭ few‬‭ open‬‭ initiatives,‬‭ 3‬‭ or‬‭ 4‬‭ big‬‭ closed‬‭ companies/labs‬‭ are‬‭ at‬‭ the‬‭ forefront‬‭ of‬‭ AGI‬‭ development,‬‭ and‬‭ transparency‬‭ can‬‭ only‬‭ be‬‭ loosely‬‭ inferred‬‭ since‬‭ they‬‭ don’t‬‭ share‬‭ the‬‭ ‘weights’ or‬‭ the‬‭ neural‬‭ architectures‬‭ being‬‭ built‬‭ nor‬‭ the‬‭ training‬‭ data‬‭ used‬‭ to‬‭ build‬‭ them. Also, they amass‬ the best GPUs,” Vivancos told BeInCrypto.

In such cases, blockchain technology’s decentralized nature could be leveraged to increase transparency and democratize access to relevant information.

“Using‬‭ a‬‭ blockchain‬‭ infrastructure,‬‭ one‬‭ can‬‭ create‬‭ an‬‭ AGI‬‭ system‬‭ that‬‭ runs‬‭ across‬‭ a‬‭ huge‬‭ network‬‭ of‬‭ globally‬‭ distributed‬‭ machines,‬‭ with‬‭ no‬‭ small‬‭ group‬‭ of‬‭ owners‬‭ or‬‭ controllers,” said Goertzel.

Blockchain technology can help AGI development by offering a decentralized and secure target=”_blank” rel=”noreferrer noopener”>Blockchain’s immutability features also ensure that the data cannot be altered or tampered with after it is recorded. Verifiability allows for the easy corroboration of the authenticity and origin of the data.

Meanwhile, traceability enables tracking data movement and usage throughout its lifecycle, promoting transparency and accountability.

“Blockchain‬‭ seems‬‭ the‬‭ only‬‭ available‬‭ technology‬‭ with‬‭ a‬‭ prayer‬‭ of‬‭ enabling‬‭ AGI‬‭ to‬‭ be‬ developed‬‭ for‬‭ the‬‭ good‬‭ of‬‭ humanity‬‭ as a whole rather than the narrow ends of particular companies or‬‭ corporations. This‬‭ does‬‭ not‬‭ guarantee‬‭ democratic‬‭ or‬‭ ethical‬‭ AI,‬‭ but‬‭ at‬‭ least‬‭ it‬‭ creates‬‭ a‬‭ framework‬‭ within‬‭ which‬‭ democratic‬‭ and‬‭ ethical‬‭ AI‬‭ can‬‭ plausibly‬‭ be‬‭ unfolded.‬‭ How‬‭ to‬‭ use‬‭ this‬‭ sort‬‭ of‬‭ framework‬‭ to‬‭ work‬‭ toward‬‭ AGI‬‭ that‬‭ is‬‭ compassionate‬‭ and‬‭ broadly‬‭ beneficial‬‭ is‬‭ an‬‭ important‬‭ and‬‭ interesting‬‭ challenge,” Goertzel added.

Though AGI has the potential to completely solve or vastly improve many of the issues humanity faces today, risks need to be mitigated effectively to avoid adverse situations. The deployment of this technology could help achieve this goal.

AGI’s Role in the Future of Civilization

The impact that AGI can have on society is enormous.

“‭An‬‭ AGI‬‭ with‬‭ even‬‭ modestly‬‭ superhuman‬‭ general‬‭ intelligence‬‭ would‬‭ likely‬‭ be‬‭ able‬‭ to‬‭ solve‬‭ most‬‭ of‬‭ the‬‭ problems‬‭ that‬‭ now‬‭ vex‬‭ our‬‭ societies,‬‭ such‬‭ as‬‭ aging‬‭ and‬‭ death,‬‭ material‬‭ scarcity,‬‭ mental‬‭ illness‬‭ and‬‭ so‬‭ forth.‬‭ So‬‭ if‬‭ we‬‭ can‬‭ create‬‭ an‬‭ AGI‬‭ that‬‭ is‬‭ beneficially‬‭ oriented‬‭ toward‬‭ humanity,‬‭ we‬‭ will‬‭ see‬‭ a‬‭ shift‬‭ to‬‭ a‬‭ mode‬‭ of‬‭ existence that will feel relatively utopic compared to the current situation,” Goertzel told BeInCrypto.

However, guiding the fair and equitable distribution of AGI will be indispensable for this to happen.

“AGI‬‭ could‬‭ help‬‭ solve‬‭ most‬‭ of‬‭ the‬‭ human‬‭ problems,‬‭ like‬‭ health,‬‭ education,‬‭ environment,‬‭ and‬‭ all‬‭ the‬‭ others‬‭ you‬‭ can‬‭ imagine,‬‭ but‬‭ it‬‭ can‬‭ exacerbate the inequalities too vastly, ethics is a human responsibility for now,” Vivancos added.

Goertzel highlighted the dangers associated with the limited ownership of AGI technology and its consequent centralization.

“There‬‭ is‬‭ also‬‭ the‬‭ risk‬‭ that‬‭ the‬‭ first‬‭ AGIs‬‭ are‬‭ created,‬‭ not‬‭ to‬‭ love‬‭ and‬‭ help‬‭ people,‬‭ but‬ rather‬‭ to‬‭ serve‬‭ the‬‭ narrow‬‭ needs‬‭ of‬‭ some‬‭ particular‬‭ government‬‭ or‬‭ corporation…‭ and‬‭ then‬‭ when‬‭ it‬‭ ascends‬‭ to‬‭ superhuman‬‭ intelligence,‬‭ it‬‭ continues‬‭ to‬‭ maintain‬‭ a‬‭ narrow-minded‬‭ orientation‬‭ rather‬‭ than‬‭ a‬‭ broad-minded‬‭ and‬‭ inclusively‬‭ compassionate orientation,” he said.

The role of blockchain technology could be particularly helpful in distributing AGI equitably.

“‭I‭ think‬‭ what‬‭ we‬‭ need‬‭ is‬‭ for‬‭ the‬‭ first‬‭ breakthrough‬‭ human-level‬‭ AGI‬‭ system‬‭ to‬‭ be‬‭ rolled‬‭ out‬‭ on‬‭ a‬‭ decentralized‬‭ blockchain-based‬‭ network‬‭ with‬‭ meaningful‬‭ participatory,‬‭ democratic‬‭ governance‬‭ and‬‭ well-designed,‬‭ non-corrupt‬‭ tokenomics.‬‭ If‬‭ this‬‭ happens‬‭ then‬‭ the‬‭ transition‬‭ from‬‭ the‬‭ pre-AGI‬‭ to‬‭ the‬‭ post-AGI‬‭ era‬‭ may go a bit more smoothly,” Goertzel added.

Human involvement in every step of the AGI developmental process will be crucial.

Responsible Guidance in the Age of AI

Scientists and researchers have a wide consensus that once AGI arrives, civilization will change completely.

“AGI‬‭ will‬‭ be‬‭ what‬‭ I‬‭ call‬‭ the‬‭ “last”‬‭ human‬‭ tool,‬‭ so it is a strategic‬‭ resource‬‭ like‬‭ no‬‭ other,‬‭ foreseen‬‭ that‬‭ the‬‭ countries‬‭ that‬‭ harness‬‭ it‬‭ will‬‭ thrive‬‭ and‬‭ be‬‭ able‬‭ to‬‭ survive‬‭ and‬‭ compete,‬‭ so‬‭ cooperation‬‭ is‬‭ going‬‭ to‬‭ be‬‭ tricky,” Vivancos explained.

Given the negative outcomes that can come with the improper deployment of this technology, ensuring transparency from the beginning is vital. Effective human oversight can help make this happen.

“‭AGI‬‭ can‬‭ help‬‭ us‬‭ leverage‬‭ this‬‭ and‬‭ give‬‭ all‬‭ humanity‬‭ an‬‭ equal‬‭ chance‬‭ in‬‭ all‬‭ our‬‭ pressing‬‭ issues.‬‭ But‬‭ as‬‭ long‬‭ as‬‭ we‬‭ are‬‭ all‬‭ part‬‭ of‬‭ the‬‭ process,‬‭ AIs‬‭ are‬‭ and‬‭ will‬‭ be‬‭ biased‬‭ as‬‭ all‬‭ humans‬‭ are.‬‭ But‬ ‭ if‬‭ we‬‭ “teach”‬‭ now‬‭ AI’s‬‭ with‬‭ best‬‭ human‬‭ traits, future AGIs it could be less biased and more aligned with‬‭ agreed‬‭ human‬‭ values,‬‭ mitigating‬‭ the‬‭ risks‬‭ of‬‭ the‬‭ last‬‭ technology that will redefine humanity like no other before,” Vivancos added.

Successful development and deployment of AGI will require a multifaceted approach. Ethical development, equitable distribution, and ongoing human oversight can contribute to a future where AGI serves as a force for good, benefiting all of humanity.

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