Uploaded October 2025 | Updated September 2026, 2 hours ago
In this Technical Tuesday Episode, host Hayley Lowey sits down with Alexey Potapov (Chief AGI Officer) and Vita Potapova (Hyperon Project Manager) to unpack a hot question: what are LLMs really good at, and where do they hit a wall on the road to AGI?
We dig into:
Why hallucinations and brittle reasoning persist, and how the lack of internal state/online learning caps reliability. The Tic-Tac-Toe moment: LLMs can describe the winning strategy yet still make the wrong move without working memory. Next-token prediction vs “true” generative modeling (beam search, energy-based transformers) and why local optima aren’t enough. Using LLMs as pre-trained skills inside broader cognitive architectures rather than the center of AGI.
If you’re curious about the limits of today’s models—and the practical roadmap beyond—this conversation is for you.
#TechnicalTuesday #AGI #LLM #Hyperon #MetaLanguage #PredictiveCoding #AIResearch #DecentralizedAI #AGI #DecentralizedAGI
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SingularityNET was founded by Dr. Ben Goertzel with the mission of creating a decentralized, democratic, inclusive, and beneficial Artificial General Intelligence (AGI). An AGI is not dependent on any central entity, is open to anyone, and is not restricted to the narrow goals of a single corporation or even a single country.
The SingularityNET team includes seasoned engineers, scientists, researchers, entrepreneurs, and marketers. Our core platform and AI teams are further complemented by specialized teams devoted to application areas such as finance, robotics, biomedical AI, media, arts, and entertainment.
Website: singularitynet.io
LinkedIn: linkedin.com/company/singularitynet
X: https://x.com/SingularityNET
Instagram: instagram.com/singularitynet.io
Discord: discord.gg/snet
Telegram: https://t.me/singularitynet
ASI Alliance on X: https://x.com/ASI_Alliance
ASI Alliance on LinkedIn: linkedin.com/company/artificial-superintelligence-alliance
In this Technical Tuesday Episode, host Hayley Lowey sits down with Alexey Potapov (Chief AGI Officer) and Vita Potapova (Hyperon Project Manager) to unpack a hot question: what are LLMs really good at, and where do they hit a wall on the road to AGI?
We dig into:
Why hallucinations and brittle reasoning persist, and how the lack of internal state/online learning caps reliability. The Tic-Tac-Toe moment: LLMs can describe the winning strategy yet still make the wrong move without working memory. Next-token prediction vs “true” generative modeling (beam search, energy-based transformers) and why local optima aren’t enough. Using LLMs as pre-trained skills inside broader cognitive architectures rather than the center of AGI.
If you’re curious about the limits of today’s models—and the practical roadmap beyond—this conversation is for you.
#TechnicalTuesday #AGI #LLM #Hyperon #MetaLanguage #PredictiveCoding #AIResearch #DecentralizedAI #AGI #DecentralizedAGI
----
SingularityNET was founded by Dr. Ben Goertzel with the mission of creating a decentralized, democratic, inclusive, and beneficial Artificial General Intelligence (AGI). An AGI is not dependent on any central entity, is open to anyone, and is not restricted to the narrow goals of a single corporation or even a single country.
The SingularityNET team includes seasoned engineers, scientists, researchers, entrepreneurs, and marketers. Our core platform and AI teams are further complemented by specialized teams devoted to application areas such as finance, robotics, biomedical AI, media, arts, and entertainment.
Website: singularitynet.io
LinkedIn: linkedin.com/company/singularitynet
X: https://x.com/SingularityNET
Instagram: instagram.com/singularitynet.io
Discord: discord.gg/snet
Telegram: https://t.me/singularitynet
ASI Alliance on X: https://x.com/ASI_Alliance
ASI Alliance on LinkedIn: linkedin.com/company/artificial-superintelligence-alliance
