What 20+ papers and open-source projects taught me about cracking LLM inference
On this episode, Ben Goertzel joins me to discuss what distinguishes the current AI boom from previous ones, important but overlooked AI research, simplicity versus complexity in the first AGI, the feasibility of alignment, benchmarks and economic impact, potential bottlenecks to superintelligence, and what humanity should do moving forward.
Timestamps:
00:00:00 Preview and intro.
00:01:59 Thinking about AGI in the 1970s.
00:07:28 What’s different about this AI boom?
00:16:10 Former taboos about AGI
00:19:53 AI research worth revisiting.
00:35:53 Will the first AGI be simple?
00:48:49 Is alignment achievable?
01:02:40 Benchmarks and economic impact.
01:15:23 Bottlenecks to superintelligence.
01:23:09 What should we do?
A new initiative in Japan aims to produce digital clones of patients to find the best treatments and help bring truly personalized medicine closer to reality.
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
New research reveals that acute stress can impair key brain functions involved in emotion regulation, particularly in individuals with distress-related disorders like depression, anxiety, and borderline personality disorder.
Tracking the same neurons in the brain over time has long challenged neuroscientists using calcium imaging in freely moving mice.
Scientists may have discovered the most powerful particle colliders in the universe — and they’re strewn throughout our galaxy just waiting to blow.
A new neuroimaging study from China has found that an eight-week course of bright light therapy helped reduce depressive symptoms in individuals with subthreshold depression. The treatment also altered dynamic functional connectivity in several brain regions associated with mood regulation. The study was published in the Journal of Affective Disorders.
Subthreshold depression refers to the presence of depressive symptoms that are clinically relevant but do not meet the full diagnostic criteria for major depressive disorder. Individuals with subthreshold depression may experience persistent sadness, fatigue, sleep disturbances, or concentration problems, but with fewer symptoms or a shorter duration than required for a formal diagnosis.
Despite being “subthreshold,” the condition can impair daily functioning and reduce quality of life. It is also linked to an increased risk of developing major depression in the future. Subthreshold depression is common—especially among adolescents, older adults, and individuals with chronic illnesses—and it often goes undiagnosed and untreated because the symptoms are perceived as mild or situational. However, research shows that even mild depressive symptoms can negatively affect social relationships, job performance, and physical health.