Studies & Research
1032 studies & research mentioned across our video summaries
ImageNet
4 videos
A large-scale visual database that was a pivotal inflection point for big data in AI, enabling breakthroughs in computer vision.
APOE4
4 videos
A well-known genetic risk factor for Alzheimer's disease discussed in midlife risk context.
SAGE
4 videos
SAGE gallium neutrino experiment; another key test in the gallium-series investigations related to sterile neutrino hints.
Harvard University
4 videos
Randomized trial showing a carefully designed AI tutor leads to better learning than in-class active learning in a college physics course
University of Pennsylvania
4 videos
Study showing AI access without guardrails can improve performance in high school math, but it reduces learning when AI access is taken away
UK Biobank
4 videos
Large-scale study examining associations between alcohol consumption and gray/white matter volumes.
New England Journal of Medicine
4 videos
Source of the NEJM study referenced as the 'challenge study' on supervised exercise after chemotherapy
Ford
4 videos
Company cited as believing employment will nose-dive due to AI automation.
Arc AGI 2
3 videos
Pattern-recognition benchmark used to test models outside training data; GPT-5.2 shows strong results.
CrowdStrike
3 videos
Study suggesting Deep Seek might produce more vulnerable code when trigger words are included.
Jevons Paradox
3 videos
A phenomenon where increased efficiency in resource use leads to an overall increase in resource consumption rather than a decrease, applied to how Uber expanded the market beyond traditional black car services.
UNICEF
3 videos
2020 UNICEF report highlighting widespread blood lead levels in children worldwide.
PGC1-alpha
3 videos
A protein increased by norepinephrine in response to cold exposure, which then increases mitochondrial content in muscle tissue.
Heritage Foundation
3 videos
A think tank that has researched voter fraud, collecting about 3,000 cases over 40 years, indicating its limited impact on presidential elections.
The Lancet
3 videos
A prestigious British medical publication where Dr. Li and Dr. Vagnucci published an editorial connecting angiogenesis and Alzheimer's disease.
Fermilab
3 videos
Laboratory referenced in the context of sterile neutrino research related to dark matter candidates.
sterile neutrino
3 videos
Candidate for dark matter discussed as a simple option that has fallen out of favor in some contexts.
Dark Energy Survey
3 videos
An astronomical survey utilizing large telescopes to collect vast amounts of data, with Fermilab playing a crucial role.
Neuroplasticity
3 videos
The brain's ability to change and adapt throughout life, enabling individuals to alter their mental and behavioral patterns through conscious decisions.
Monroe Doctrine
3 videos
An American foreign policy doctrine against foreign interference in the Americas, cited in relation to Trump's actions in Venezuela.
JCPOA
3 videos
Referenced as the Obama-era nuclear deal; Iran was said to be proposing elements that could be 'better than the original JCPOA' during talks.
USMLE
3 videos
United States Medical Licensing Examination; referenced in the context of exam prep resources.
AlphaFold
3 videos
DeepMind's AlphaFold referenced as a landmark in protein folding breakthroughs.
NOVA experiment
3 videos
An experiment with detectors at Fermilab and Minnesota that provides evidence for neutrino oscillations over distance.
Peloponnesian War
3 videos
A conflict between Athens and Sparta that arose from their differing political and expansionist natures, eventually leading to an equilibrium that allowed Macedonia to rise.
Hippocampus
3 videos
Brain structure discussed as an index to memories; used to illustrate memory organization.
Microbiome
3 videos
Significant changes observed in the gut microbiome after the 7-day process.
Attention Is All You Need
2 videos
Original Transformer paper referenced to explain positional encodings and encoder/decoder distinctions.
AIM
2 videos
A difficult mathematics benchmark used to compare model accuracy, showing Gemini 3 Flash's performance against others.
APOE3
2 videos
APOE3 allele referenced alongside APOE4 in discussions of genetic risk.
LLaMA 2 paper
2 videos
Mentioned to show how tokens are pervasive in model descriptions and to motivate tokenizer training/coverage decisions (e.g., tokens trained on large corpora).
GPT-5.1
2 videos
OpenAI model version cited in benchmark comparisons (e.g., Codeex/Max contexts).
Traverse Trial
2 videos
A study that investigated whether exogenous testosterone increases the risk of cardiovascular events (ASCVD) and prostate cancer in men.
International Mathematical Olympiad
2 videos
Prestigious math competition used to benchmark Aristotle's performance (gold-medal level achievement).
Simplebench
2 videos
External benchmark task involving trick questions with spatial reasoning; cited against Gemini 3 Flash.
Journal of the American Medical Association (JAMA)
2 videos
Journal that published a study on 21,207 marijuana users showing decreased activity in the hippocampus, affecting memory centers.
Let's verify step-by-step paper
2 videos
An influential paper on AI reasoning that OpenAI deviated from for 01's training by using model-generated chains of thought.
IMO
2 videos
International Mathematical Olympiad, used as an example of a difficult domain where AI models have achieved high performance.
GDP Val
2 videos
Benchmark questions crafted by industry experts; tests across 44 occupations; termed 'well specified'.
GPQA
2 videos
Google Proof Q&A benchmark; GPT-5.2 edges Gemini 3 Pro in this comparison.
9/11 Commission
2 videos
Independent inquiry into the 9/11 attacks cited as finding no internal orchestration.
GPQA Diamond
2 videos
Variant of the GPQA benchmark; discussed in the context of GPT-5.2's ranking.
Three Mile Island
2 videos
Mentioned as a historical accident used as an example of nuclear risk, and the subsequent catalyst for industry self-regulation.
Mendelian randomization
2 videos
A method using genetics to examine how environmental factors, like Vitamin D levels influenced by genes, can affect outcomes such as dementia risk.
Kepler Mission
2 videos
Cited as the source of knowledge that there are billions of exoplanets in our galaxy.
amyloid beta
2 videos
A protein linked to Alzheimer's disease pathology; Vitamin D can enhance its removal from the brain and lower plaque burden.
Sweetbench
2 videos
A benchmark where Claude models are noted to be ahead in coding.
NutriNet-Santé
2 videos
A population-based cohort study on artificial sweeteners and cancer risk, which found an increased cancer incidence within its cohort attributed to artificial sweeteners like aspartame and Ace-K.
NHANES
2 videos
The National Health and Nutrition Examination Survey, a similar large health database in the United States to the UK Biobank.
Yale Budget Lab
2 videos
Study that found no discernible disruption in the labor market 33 months after ChatGPT's release.
Biden v. Missouri
2 videos
A court case mentioned as an example of actions taken by the Biden administration that are seen as pressuring social networks.
REDUCE-IT trial
2 videos
A highly successful omega-3 trial using 4 grams of EPA (Vascepa), which showed a 25% reduction in cardiovascular events and identified the achieved omega-3 level as the strongest predictor of benefit.
Mu2e
2 videos
Another experiment under construction at Fermilab, which will search for a very rare decay of the muon.
McNaughton
2 videos
Author of a 2016 study that investigated if individuals with more fat-free mass require more protein to maximize muscle protein synthesis.
Double-slit experiment
2 videos
Used as an example in quantum theory where observing interference patterns can lead to conclusions about multiple universes.
Ivy Mike
2 videos
The first full-scale hydrogen bomb test conducted by the United States in 1952, with a yield 400 times greater than the Trinity test.
DNA methylation
2 videos
A biological process that can be measured to assess biological age and rate of aging. The Mediterranean diet is mentioned as performing well in studies related to DNA methylation.
OECD
2 videos
Organization for Economic Cooperation and Development; conducts international tests in math, science, and literacy
D0 experiment
2 videos
A previous Fermilab experiment from the 1990s that utilized the triangle technique for detector design, which the current project is adapting.
COINTELPRO
2 videos
Historical FBI counter-intelligence program cited as precedent for organized idea suppression and dirty tricks.
Darwin's finches
2 videos
Examples like Darwin's finches and their varied beaks illustrate adaptation within a species, but not one species turning into another.
Axiom of Choice
2 videos
Fundamental principle in set theory asserting the ability to choose one element from each set in a collection; central to many constructions.
Genius Act
2 videos
A stablecoin bill passed into law requiring US-regulated stablecoins to have 100% of assets stored in short-term US treasuries.
Cystic fibrosis
2 videos
Reported improvements in cystic fibrosis linked to transformation work.
rat utopia
2 videos
A series of experiments by James B. Calhoun that observed rat colonies in abundance, ultimately leading to self-destruction due to competition for status.
dark photon
2 videos
A portal candidate via photon-dark photon mixing between the standard model and the dark sector.
Carvalho et al.
2 videos
Published a 2021 study on the influence of a strength phase followed by a hypertrophy phase on muscular adaptations.
Entropic
2 videos
Research referenced about hidden text embedded in model weights.
European Journal of Physiology
2 videos
Publication reporting a study where cold water exposure produced sustained dopamine increases.
Maxwell's equations
2 videos
Used as an example of a powerful unifying scientific theory (explaining light, radio waves, magnetism, etc.) in the Dawkins-style measure of ideas.
Tunguska event
2 videos
A 1908 event in Siberia, speculatively suggested by some as a possible impact from a dark matter clump.
Flynn effect
2 videos
The phenomenon of steadily rising average IQ scores in developed nations throughout the 20th century.
Acetaldehyde
2 videos
Toxic intermediate in alcohol metabolism; highlighted as more damaging than ethanol itself.
ALS
2 videos
Reported improvements in people with amyotrophic lateral sclerosis through the program.
MK Ultra
2 videos
CIA mind-control program; discussed in relation to psychedelic research and postwar experiments.
MMLU
2 videos
MMLU dataset mentioned as a benchmark referenced in model evaluation discussions.
Multiple Sclerosis (MS)
2 videos
Reported improvements in MS through the program.
Operation Midnight Climax
2 videos
A part of MK Ultra where the CIA paid sex workers to lure men to safe houses, drugged them with LSD, and observed their behavior through one-way mirrors.
Operation Ajax
2 videos
The 1953 coup in Iran (often attributed to CIA/UK actions) discussed as a historical US-UK meddling operation.
PCR
2 videos
Polymerase chain reaction, a molecular biology technique enabled by Thermus aquaticus.
Proud Prophet
2 videos
Rarely declassified nuclear war game (1983) that informed discussions on endgame scenarios
G and colleagues
2 videos
A 2013 study that observed faster weight gain resulting in additional fat mass gains with no significant difference in lean mass or strength compared to slower weight gain in elite athletes.
Apollo 11
2 videos
A space mission whose computer data storage capacity was compared to the data capacity of QR codes.
V2 max
2 videos
The maximum rate at which the body can utilize oxygen; a standardized measure of cardiorespiratory fitness (CRF). Expressed in mL/kg/min and linked to mortality risk.
Montreal Protocol
2 videos
An international treaty in the 1980s that successfully phased out CFCs to reverse the ozone hole, cited as an example of humanity's ability to coordinate on existential threats.
MiniBooNE
2 videos
Experiment related to low-energy anomalies discussed alongside LSND
Dark Energy Survey (DES)
2 videos
A major astronomical survey designed to study dark energy; the transcript notes DES combining four probes in a single experiment and its data scope.
Johns Hopkins
2 videos
A meta-analysis in January 2022 that concluded lockdowns had little to no effect on COVID-19 and were severely destructive.
IRS1
2 videos
A biomarker, Insulin-like Receptor Substrate 1, recently shown to be a highly accurate, early diagnostic for Alzheimer's.
Cosmic Microwave Background radiation
2 videos
The oldest light detected, emitted when the universe was about 370,000 years old, marking the end of the plasma phase.
Trojan War
2 videos
The legendary war that sets the stage for Odysseus' journey and its moral implications.
Women's Health Initiative
2 videos
A significant study on hormone replacement therapy that led to widespread fear and misinformation, now largely debunked and reinterpreted.
Marathon
2 videos
The first major military engagement between the Greeks (Athenians) and the Persians, where the Greeks won by utilizing hoplites against Persian infantry, as horse archers were less effective on Greek terrain.
Method Study
2 videos
A clinical trial backing Zoe's approach, described as the gold standard of scientific research.
Hubble Deep Field
2 videos
An image created by the Hubble Space Telescope showing a small patch of sky with approximately 10,000 galaxies, revealing the vastness of distant galaxies.
MIT Technology Review
2 videos
Cited as a source of expert commentary on self-improvement and limitations; used to contextualize claims.
Lopes et al. 2019
1 video
A study titled 'Time course of tolerance to the performance benefits of caffeine,' which longitudinally investigated caffeine tolerance and found modest tolerance developed over a 20-day period.
study on aluminum and cognitive decline
1 video
A study of 1,925 people over 15 years that found ingesting more than 0.1 mg of aluminum through drinking water was associated with cognitive decline, Alzheimer's, and dementia.
EMG research
1 video
Used as an analogy for how initial research findings in muscle growth can be misleading or oversimplified.
dataccom for language models
1 video
A previous paper by Jeffrey Lee and Ludwig where the need for designing a fast text classifier arose.
Sweet Bench Verify
1 video
A benchmark that has been adapted for Terminal Bench.
Shaw et al. 2017
1 video
A study indicating that gelatin or collagen supplementation combined with vitamin C may have positive effects related to collagen synthesis.
Swans
1 video
A benchmark mentioned as not yet adapted for Terminal Bench.
Huggins and Hodges 1941 Study
1 video
A foundational study from 1941 that led to the long-held belief that testosterone causes prostate cancer, based on observations from a single patient.
Naharudin et al. 2019
1 video
A study titled 'Breakfast omission reduces subsequent resistance exercise performance,' which found that a carbohydrate-rich breakfast improved reps to fatigue in resistance-trained men.
Metcalf et al. 2020
1 video
A study titled 'Omission of a carbohydrate-rich breakfast impairs evening endurance exercise performance despite complete dietary compensation at lunch,' showing a small performance advantage for cyclists who had breakfast even with later carbohydrate compensation.
Clark et al. 2008
1 video
A study contributing to the understanding that gelatin or collagen supplementation combined with vitamin C may positively impact collagen synthesis and related outcomes.
Mélendez-Hevia et al. 2019
1 video
A review paper arguing that glycine intake might be suboptimal in typical diets, with a deficit of around 10-12 grams per day for optimal bodily functions, including collagen synthesis.
Esposito 2004 Study
1 video
A study that demonstrated the reversal of ED through diet and exercise (Mediterranean diet) in obese men, showing significant improvement in IIEF scores and endothelial function.
Apollo research report
1 video
A report mentioned that discusses how models are figuring out they are in artificial scenarios.
Martins and colleagues
1 video
A series of studies demonstrating that metabolic adaptation impacts weight loss but does not make it impossible, nor is it a substantial barrier to long-term weight maintenance.
Father Gill and colleagues
1 video
Study that examined metabolic adaptations six years after the Biggest Loser competition, finding that metabolic adaptation was not predictive of future weight regain.
Nunez and colleagues
1 video
One of two studies researching metabolic phenotypes, examining who resisted fat loss versus who lost fat readily over a longer intervention.
Halstein and colleagues
1 video
One of two studies researching metabolic phenotypes, observing acute reductions in energy expenditure during short-term underfeeding and overfeeding.
The Challenge study
1 video
NEJM study showing improved disease-free survival and a 7% overall survival benefit with structured supervised exercise after chemotherapy in high-risk colon cancer
NBER study
1 video
Study quantifying negativity in COVID-19 news coverage in US vs non-US media.
Switzerland under-18 study
1 video
Study from Switzerland showing under-18 incidence patterns; same symptoms observed in non-infected groups.
Lopez et al. study
1 video
Study comparing foam rolling to manual therapy on flexibility, balance, and muscle force recovery.
Lamas & Wyn Gaia exoplanet study
1 video
Paper predicting Gaia DR4 exoplanet detections (~7,500) and DR5 (~120,000) using simulated Gaia data.
26-year longitudinal study
1 video
A study that found the most empathic adult men grew up with a father in the household.
Dallas Bed Rest Study
1 video
A 30-year study involving men who underwent three weeks of extreme bed rest, showing that three weeks of inactivity was worse for cardiovascular health than 30 years of aging.
Rectal cancer study
1 video
A human study where patients who exercised during chemoradiation therapy were more likely to have a complete response, meaning tumors were completely gone before surgery.
VITAL Study
1 video
A large, 5-year randomized control trial where individuals given a low dose of omega-3 (Lovaza, EPA and DHA) showed a 30% lower heart attack risk in secondary outcomes.
Swedish women's fitness study
1 video
A longitudinal study published in 2018 tracking Swedish women from their 40s to 80s, finding that higher initial fitness correlated with nine more years of good cognition.
Stanford pediatric hospital study
1 video
A retrospective review of pediatric patients hospitalized with COVID-19, finding half had no COVID-19 symptoms or illness, and were hospitalized for other reasons.
NANS 2025 Study
1 video
A major study of over 25,000 adults that found a linear negative association between dietary creatine intake and cancer prevalence, with stronger protective effects in adults over 50.
Trinity study
1 video
A study conducted in the 90s that verified the '4% rule' as a very good baseline for safely withdrawing from a retirement portfolio.
YouGov 2025 Study
1 video
A study referenced regarding self-reported confidence, trustworthiness, honesty, empathy, and self-awareness differences between men and women in the United States.
Journal of Gerontology Study
1 video
A study indicating that adults over 65 with weak grip strength were 2.1 times more likely to become dependent in daily activities within 3 years.
Liftmore study
1 video
A study by Belinda Beck that showed heavy resistance training could prevent significant bone density reduction and even increase cortical thickening in women with osteoporosis.
University of Texas in San Antonio study
1 video
A study demonstrating that women in their 40s with high cortisol experience a shrinkage of total brain volume.
AREDS (Age-Related Eye Disease Study)
1 video
A large cohort study involving 4,000 people over nine years, tracking diet and eye health, which found that a Mediterranean diet reduces the risk of macular degeneration.
The Method Study
1 video
A clinical trial backing the effectiveness of the Zoe personalized nutrition program, described as the 'gold standard of scientific research'.
Monday Night Football study
1 video
Research showing that betting on a West Coast team playing an East Coast team during night games (over 25 seasons) would beat the Las Vegas point spread 68% of the time, due to favored performance window based on circadian rhythm.
Lindsay Wang 2024 Study
1 video
A study that found diabetic patients taking Ozempic were 50% less likely to develop bowel cancer compared to those on insulin, suggesting anti-cancer effects beyond weight loss.
Stuart Cunningham et al. 2018 study
1 video
A study cited as finding that female pornographers are 18 times more likely to be murdered.
Enriched Environment Rat Study
1 video
Marian Diamond's pioneering research showing that rats raised in stimulating environments had thicker cortices with more synaptic connections, demonstrating adult brain plasticity.
London Taxi Driver Study
1 video
Research by Eleanor Maguire showing that London taxi drivers who successfully learned 'The Knowledge' (all London streets) had significantly larger posterior hippocampi compared to those who failed.
Alam County Study
1 video
A study by Leonard Syme and Lisa Berkman that observed 9,000 people and found that community and relationship quality strongly predicted longevity.
New England Journal of Medicine (1992 study)
1 video
A classic study from 1992 that investigated people who self-reported as weight-loss resistant, finding they significantly underreported calorie intake and overreported physical activity.
NutriNet-Santé cohort study
1 video
A large French cohort study on aspartame and cancer risk, which showed inconsistent findings that question the direct link to cancer at high doses.
Hansen, Jesus, and Winman study
1 video
A 2008 study investigating the link between short-term memory capacity, accuracy, and overconfidence, finding that narrower ranges indicated significant overconfidence.
Conti study
1 video
A 2023 study where increased memory load led to less accurate confidence estimates, suggesting assessing accuracy is mentally taxing.
Full Roam vs Partial Study
1 video
A research study currently being pre-printed, involving 11 flights in three months for the speakers.
Full ROM vs. Partials Study
1 video
A study comparing full range of motion training versus lengthened partials for muscle growth, with results planned for release soon.
AI Search Engines Study
1 video
A study that highlights the inaccuracies and poor citation practices of AI search engines, including Google's AI Overviews.
Dallas Heart Study
1 video
A large community-based epidemiologic study used to investigate how heart changes (shrinkage and stiffening) progress with age.
Huntsville Neck and Recoil Study
1 video
A population-based study initially used as a control group for comparing coronary calcium in runners.
Copenhagen Heart Study
1 video
A Danish study on runners that suggested an increased risk of death with a lot of running, which Dr. Levine considers a 'terrible study' due to methodological flaws and lack of specific cause of death.
Olympic athletes study
1 video
A study involving 173 Olympic teams across 15 games, which found that athletes who did not recover from circadian rhythm adaptation could drop from gold to silver medal performance.
Marshmallow Study
1 video
A famous study demonstrating the link between delayed gratification in childhood and long-term success, highlighting self-control over IQ or inherent motivation.
Garthe et al. 2013 Study
1 video
A study on 39 elite athletes (rowing, kayaking, soccer, volleyball) comparing nutritional counseling for weight gain (0.7% BW/week) vs. ad libitum eating, finding more fat gain with the aggressive approach but no significant difference in LBM.
Helms et al. Study
1 video
A study on 21 trained individuals comparing maintenance, 5% surplus, and 15% surplus, finding similar muscle thickness gains but more fat gain in the surplus groups, possibly affected by the pandemic.
Smith et al. 2021 Study
1 video
A Bayesian regression paper suggesting that gaining approximately 0.55% of body weight per week leads to mostly fat-free mass gain, though potentially overestimating muscle gain in advanced trainees.
The French study
1 video
A study that found water in glass bottles had significantly higher concentrations of microplastics compared to plastic bottles or cans, attributed to paint flakes on metal crowns.
Dr. Helms's personal case study
1 video
A case study where Dr. Helms used a calf stretching boot for 2 hours daily, 6 days a week, on top of his training, observing preliminary significant increases in muscle thickness.
Vitamins and Lifestyle (VITAL) study
1 video
A study that followed men and women aged 50-76, finding that lower magnesium intake was associated with a significantly higher risk of pancreatic cancer.
Williams, Crows, and Monroe study
1 video
A 2000 research paper on glyphosate safety that concluded Roundup posed no health risk, later revealed to be ghostwritten by Monsanto employees.
Xi et al. (2020) study
1 video
A small 2020 study that reported a strong association between acetaminophen and autism, but used a single cord blood sample and had potential participant bias, making its conclusions unreliable.
Alkfest / Lee (Swedish) study
1 video
A very large prospective cohort study in Sweden (2.5 million children) that found a small correlation between prenatal acetaminophen use and autism in a general cohort, but this correlation was abolished in sibling-controlled analysis.
Japanese cohort study
1 video
A recent nationwide study in Japan (220,000 children) supporting the Swedish study's findings; found a modest 6% uptick in autism rates with prenatal acetaminophen exposure in the general cohort, which, like the Swedish study, was abolished with sibling analysis.
Elite study
1 video
A study on early intervention for estradiol or related HRT, one of two mentioned in the context of timing of HRT initiation.
Robert Kleck Scar Study
1 video
A 1970s study involving perceived facial scars that demonstrated how expectations shape reality (expectation bias).
Burke et al., 2024 (Study)
1 video
A new study on antagonistic paired supersets, a time-efficient training technique.
Whoop sleep study
1 video
A study analyzing 4.3 million nights of biometric data from 15,000 members to investigate the impact of evening exercise on sleep.
Marsh study
1 video
A study reviewed in 24 European countries suggesting more severe lockdown policies were not associated with lower mortality.
Pedrosa study
1 video
One of the first studies comparing long-length partials to full range of motion training for quad hypertrophy, which is used to illustrate issues with the 'stretch-mediated' hypothesis.
McMahon study
1 video
A study on quad training using various exercises, finding more growth with a 90-degree knee flexion range of motion compared to 50 degrees, despite the researchers labeling it as 'stretch-mediated.'
Baroni and colleagues study
1 video
One of several studies finding substantial increases in fascicle length beyond the initial few weeks of training, countering the idea that fascicle adaptations are always short-lived.
Anaki and colleagues study
1 video
A study in highly trained male throwers (average 405 lb squat) that still observed increases in fascicle length during a phase of their 25-week training macrocycle.
Cooling Glove Study
1 video
A study alleging dramatically reduced fatigue and larger gains with a cooling glove, which the hosts criticize due to its real-world lack of adoption despite significant claims.
IDC study
1 video
A study cited for its findings that Vanta customers save over $500,000 annually and are three times more productive.
Italian Scientist Facebook Study
1 video
A correlational study that tracked Facebook's introduction at universities and across the general population, estimating that a quarter of the decline in mental health could be linked to social media.
Traverse study
1 video
A study that led to the removal of cardiovascular disease risk labeling for testosterone therapy in men, despite some criticism of its design.
Physicians' Health Study
1 video
An observational study where stored blood samples showed higher omega-3 levels were associated with a 90% lower likelihood of sudden cardiac death.
Strength Study
1 video
A large omega-3 trial (13,000 people) with similar patient profiles to REDUCE-IT, using Epanova, that found no cardiovascular benefits and was stopped early for futility, surprising many in the field.
Pallarés et al. study
1 video
A previous meta-analysis on range of motion for hypertrophy that only looked at lower body findings and found a larger difference in favor of full range of motion.
Workman et al. study
1 video
An 'underrated classic' study that had participants perform a super partial range of motion knee extension on the leg press.
Maio et al. hamstring curl study
1 video
A study that compared the same range of motion (knee flexion) at different muscle lengths (seated vs. lying leg curl), influencing hamstring and other biarticular muscle lengths.
Plotkin et al. study
1 video
A study that compared squats to hip thrusts, measuring hypertrophy and EMG of different muscle areas, finding little correlation between baseline EMG and hypertrophy.
Stasinaki et al. triceps study
1 video
A study comparing overhead extensions (lengthened) to push-downs (shortened) for triceps hypertrophy, which found no significant difference, though nominal differences leaned towards overhead extensions. Conflicting results with muscle thickness vs. cross-sectional area.
Pedrosa et al. biceps study (second study)
1 video
This study compared the same range of motion in preacher curls, performed at different muscle lengths (bottom half vs. top half reps). It found more favorable hypertrophy in the bottom-half group at the more distal site.
Sato et al. study
1 video
A study on unilateral bicep curls comparing two different partial ranges of motion (long vs. short muscle length), finding more hypertrophy with long muscle length training, especially distally.
Zabaleta et al. study
1 video
A study comparing incline curls to preacher curls to inform biceps muscle length effects.
Kubo et al. study
1 video
A squat study comparing 0-120° knee flexion to 0-90° for quad growth, which found similar hypertrophy between the groups, challenging the idea that maximal length is always superior for hypertrophy.
Cassano et al. study
1 video
A study comparing different calf raise variations (full, shortened partials, lengthened partials with extended knees) which found more gastrocnemius hypertrophy with lengthened partials.
American Society for Reproductive Medicine study
1 video
A study published in June that found neither SARS-CoV-2 infection nor COVID-19 vaccination affected embryo implantation.
Lavallée and colleagues (2008 study)
1 video
A study that found acute cortisol increases from caffeine habituate within a week of consistent use.
Bickl study
1 video
Classic study demonstrating that maintaining strength and size is easier than building it, showing significant maintenance with greatly reduced training volume.
Grant Study
1 video
A long-term study on happiness that identified alcohol intake as the most common attribute among the least happy individuals.
40-day starvation study
1 video
A study conducted by Professor Cahill in the mid-1960s where medical students underwent a water-only fast for 40 days to observe metabolic changes, notably the brain's continued glucose dependency.
VEGAS study (Veterans Administration Genetic Epidemiologic Study)
1 video
One of the largest genetic studies Dr. DeFronzo was involved in 20 years ago, aiming to define genes responsible for diabetes, which found limited success with GWAS due to diabetes's heterogeneous nature.
EDI Study
1 video
A comprehensive study, led by Dr. DeFronzo, involving 315 diabetic patients followed for 6 years, comparing a triple therapy regimen (Metformin, Exenatide, Pioglitazone) against the ADA's stepwise approach, demonstrating superior outcomes for combination therapy.
GRADE Study
1 video
A National Institutes of Health-sponsored study that reaffirmed earlier findings that a sequential, single-agent approach to diabetes treatment (starting with Metformin and adding other drugs one by one) is largely ineffective long-term.
Steven Kahn's ADOPT study
1 video
A study (2005) that, like UKPDS and GRADE, demonstrated the limitations of stepwise, single-agent diabetes treatment.
PROACTIVE study
1 video
A cardiovascular safety study for pioglitazone involving 5,238 participants, which showed that the drug positively impacted major adverse cardiovascular events (MACE), with weight gain being a predictor of reduced mortality.
San Antonio Heart Study
1 video
A prospective study whose data showed that a 1-hour glucose level greater than 155 mg/dL during an OGTT is the best predictor of who will develop diabetes.
Botnia Study
1 video
A study that, along with the San Antonio Heart Study and VEGAS study, reproduced the finding that a 1-hour glucose level >155 mg/dL during an OGTT is a strong predictor of type 2 diabetes.
Milkshake Study
1 video
Dr. Alia Crum's graduate study at Yale that demonstrated how beliefs about a food (indulgent vs. sensible milkshake) alter physiological responses like ghrelin levels, even when the food is objectively the same.
Hotel Worker Study
1 video
A study where hotel housekeepers were informed that their work counted as exercise. This mindset shift led to significant health benefits, including weight loss and reduced blood pressure, without behavioral change.
Framingham study
1 video
A 70-year study of 5200 people that found a correlation between larger, healthier lungs and longer lifespan.
Kupio ischemic heart disease risk factor study
1 video
A long-term prospective study from Eastern Finland used to analyze the effects of sauna bathing on cardiovascular diseases and longevity.
The Matador study
1 video
A study suggesting that diet breaks might enhance fat loss and attenuate metabolic adaptation, although the primary benefits appear to be psychological.
e-mechanic study
1 video
A study conducted by Tim Church at Pennington, measuring calorie expenditure during exercise and its effects on weight, noting compensation with food intake.
Lift More study
1 video
A research project investigating the effects of high-intensity resistance and impact training on bone density and functional outcomes in postmenopausal women over 60.
The Lift More Study
1 video
A research project led by the guest that demonstrated significant bone density and functional improvements in postmenopausal women with low bone mass through high-intensity resistance and impact training.
Heritage study
1 video
A classic study from the late 80s/90s focusing on aerobic training, heritability of trainability, and general fitness characteristics. A particular paper from Bouchard and colleagues (1999) on VO2 max response is highlighted.
Framingham Heart Study
1 video
A very famous study providing early predictors for heart disease based on a handful of variables.
Low-intensity white noise improves performance in auditory working memory task. An fMRI study
1 video
A study demonstrating that low-intensity white noise can enhance learning and performance in auditory working memory tasks by modulating specific brain regions.
ENHAN Study
1 video
A large-scale study (2022) with over 10,000 participants that showed lower Klotho levels correlated with a 30% increase in all-cause mortality over 5 years, primarily due to cancer and cardiovascular disease.
Banister et al. (2014) study
1 video
A 2014 epidemiological study that suggested type 2 diabetics taking Metformin lived slightly longer than non-diabetics without diabetes, raising interest in Metformin as a geroprotective compound; later found to have methodological flaws.
TAME study
1 video
An upcoming study that will attempt to answer the question of Metformin's geroprotective effects in humans by studying disease onset in susceptible but otherwise healthy individuals.
seminal study
1 video
An important research study involving bioengineered rats with no dopamine receptors, highlighting dopamine's role in motivation.
Poehnlein and colleagues (2021 study)
1 video
A 2021 study that used doubly labeled water data from 6,400 individuals globally to estimate total daily energy expenditure across different body weights and life spans.
Copenhagen City Heart Study
1 video
Cited for findings on the U-shaped relationship between jogging intensity and all-cause mortality.
MATADOR study
1 video
A study involving cyclic periods of dieting and maintenance (2 weeks on, 2 weeks off).
Schwenke 2012 (high load low load study)
1 video
An outlier study that found significantly more type 2 fiber growth with heavier training compared to lighter training, a finding not replicated in other research.
NSABP B-24 study
1 video
A study that evaluated the effectiveness of tamoxifen in reducing recurrence after lumpectomy and radiation for DCIS.
NSABP B-17 study
1 video
A study that randomized patients with DCIS to surgery alone versus surgery plus radiation, showing radiation reduced recurrence.
NSABP P-1 study
1 video
A prevention study published over 20 years ago to see if tamoxifen could lower breast cancer risk in women at intermediate to moderate risk.
Minnesota Coronary Study
1 video
A seven-year study conducted in a nursing home, controlling patient diets, which yielded unexpected results regarding its hypothesis.
A visual circuit related to the perryqueductal gray area for the anti-nociceptive effects of bright light treatment
1 video
Neuron paper describing a pathway from light-activated retinal cells to brain regions that release endogenous opioids and modulate pain.
Acetate
1 video
Metabolite of acetaldehyde; can be used as fuel by the body.
Adoption and pedigree studies
1 video
Big data registry findings supporting genetic overlap across substances, aggression, and sexual behavior.
AlphaGo Zero
1 video
AI reinforcement learning milestone discussed as an example of learning rules applied to complex tasks.
ARC AGI V2
1 video
Benchmark used to compare Poetic's results against other approaches.
Audy Mouse
1 video
Mouse model referenced in obesity/toxin research related to BPA/obesogens.
Axiom of Choice (revisited)
1 video
Central axiom enabling selection across infinite collections; discussed in foundational context.
Bees (honeybee) and octopamine
1 video
Bees used to illustrate neuromodulator dynamics (octopamine) and foraging-exploitation dynamics.
Benford's Law
1 video
distribution of leading digits observed in many real-world datasets; used to spot irregularities or fraud.
Cantor's diagonal argument (method)
1 video
Construction used to show that the real numbers are uncountable; forms the basis of Cantor's theorem.
Constructible Universe (L)
1 video
Gödel's constructible universe; framework used in analyzing models of set theory.
Continuum Hypothesis
1 video
Hypothesis about the size of the real numbers relative to the naturals; famously independent of ZFC (Cohen).
Cornell
1 video
Institution referenced for the choline-dose study; demonstrates brain development benefits with higher choline exposure in utero.
Diabetes Care CGM study (700 women)
1 video
CGM used in the first trimester to predict gestational diabetes risk at 24–28 weeks.
DNA methylation epigenetic clock
1 video
Epigenetic mechanism used to relate pubertal development to biological aging.
Dutch study on leptin and breastfeeding
1 video
2013 Dutch study linking shorter breastfeeding duration to epigenetic silencing of the leptin gene (satiety signaling).
Elimination diet (oligoantigenic diet)
1 video
Diet approach studied for ADHD symptom changes in children; discussed within Lancet paper.
Environmental Working Group (EWG) 2020 study on forever chemicals
1 video
EWG study cited about tap water contamination with chemicals linked to cancer and hormone disruption.
First lactate threshold
1 video
Plasma lactate around ~2 mM used to define Zone 2 and systemic balance between production and clearance.
Five or ten squats every 5 minutes
1 video
Cited as a study-backed protocol that can be a powerful way to reduce a glucose spike within a 90-minute window after eating.
Gene expression changes
1 video
Observed changes in gene expression associated with transformation.
Hair/skin/nail turnover via melanopsin activation (PNAS)
1 video
PNAS-based discussion noting that eye-based melanopsin signaling can drive turnover of skin/hair/nail stem cells.
Hypothalamic-Pituitary-Adrenal (HPA) axis
1 video
Described as a brain–body stress-regulation system affected by alcohol; baseline cortisol changes discussed.
Is chess just a game or is it a mirror that reflects a child's inner world?
1 video
Paper exploring chess as a vehicle for multifaceted role adoption and neuroplasticity; published in 2017 in the International Journal of Research in Education and Science.
JAMA Network / Lancet Diabetes & Endocrinology / Diabetes Care
1 video
Cited multi-study body relating maternal metabolic status to offspring neurodevelopment and psychiatric risks; includes first-trimester CGM predictive work and population-based autism risk in diabetes pregnancies.
Jeepa paper
1 video
Referenced as a popular paper related to automated prompt optimization.
lactate shuttle
1 video
Concept describing shuttle of lactate from fast-twitch fibers to slow-twitch fibers and mitochondria for oxidation; part of the cellular mechanism of CRF.
Lancet
1 video
Lancet paper describing an elimination/oligoantigenic diet for ADHD symptoms.
Lancet Commission on Alzheimer's Prevention
1 video
Lancet Commission addressing modifiable risk factors and prevention strategies for Alzheimer's disease.
Lancet Diabetes & Endocrinology autism risk meta-analysis
1 video
Meta-analysis across 56 million mother–child pairs showing ~25% higher autism risk with maternal diabetes during pregnancy.
LDN 1940-1953 UK sugar ration
1 video
Historical natural experiment: sugar ration correlated with 15% lower lifetime risk of type 2 diabetes in offspring.
Liouville
1 video
Liouville's constant; classic example of a transcendental real number.
Mendelian randomization (MR) studies on LDL
1 video
Genetic variant–based natural randomization to infer lifelong LDL effects; discussed as a method to assess causality
Mendelian randomization studies
1 video
Cited as converging lines of evidence supporting the atherogenic role of apoB-containing lipoproteins.
METs
1 video
Metabolic equivalents; one MET equals 3.5 mL/kg/min of oxygen uptake and is used to estimate VO2 max and exercise intensity.
Minnesota Heart Study
1 video
Minnesota Coronary Experiment; long-term RCT substituting polyunsaturated fat for saturated fat; mortality not improved despite cholesterol reductions
Microraptor
1 video
Reference to a small gliding dinosaur discussed in relation to stomach contents and predation data.
Myasthenia gravis
1 video
Reported improvements in myasthenia gravis linked to transformation work.
Naturally Occurring Asbestos Potential for Human Exposure in Southern Nevada
1 video
Publication (October 2013) detailing natural asbestos in the Las Vegas area and potential exposure.
neurobiological substrates for social playfulness in mammalian brains
1 video
Review article discussing neurochemical substrates (e.g., adrenaline/opioids) and the neurobiology of social play in mammals.
Oslo heart health study
1 video
Long-term population study with dietary manipulation; not confounded by trans fats in a subset; omega-3 confounding discussed
Red light, a novel non-farmacological intervention to promote alertness in shift workers
1 video
Study investigating red light exposure to enhance alertness in night-shift contexts.
RHF (Reinforcement Learning from Human Feedback)
1 video
Core training paradigm discussed; RLHF variants (including RLVR) are highlighted in scaling discussions.
Rose corn oil trial
1 video
Small trial comparing olive oil, corn oil, and control in cardiovascular patients; very wide confidence intervals and small sample
Russell's paradox
1 video
Paradox demonstrating that naive set comprehension leads to contradiction; motivated development of formal set theory.
Sarinac Laboratories
1 video
External lab contracted by asbestos manufacturers to study effects; later part of the concealment narrative.
Satrini Research
1 video
The firm behind the controversial 2028 global intelligence crisis article proposing a five-phase doom scenario.
Skin exposure to UVB light induces a skin brain gonad axis and sexual behavior
1 video
Cell Reports paper showing UVB exposure increases sex hormones and mating-related behaviors in mice; includes human subject observations.
Spatial and Temporal Scales of Dopamine Transmission
1 video
Nature Reviews Neuroscience article cited as a comprehensive review of dopamine transmission.
Spencer et al., 2015 Biological Psychiatry
1 video
Formalized the low dopamine hypothesis of ADHD and its neural consequences.
Srámek et al. 2000
1 video
Cited neuroscience study (historical reference) related to dopamine transmission dynamics.
SSRIs (e.g., Prozac, Zoloft)
1 video
Discussed in the context of serotonin and depression; not the mechanism of action for mood improvement, per the speaker.
Stage Four Cancer
1 video
Reported complete reversal in advanced cancer cases.
Surreal numbers
1 video
A rich number system blending infinities and infinitesimals; discussed in the context of number systems and foundations.
Sweden (2011) sunlight exposure study
1 video
Longitudinal study associating sunlight exposure with reduced mortality risks.
Sydney Heart Study
1 video
High-risk post-MI cohort; higher mortality observed when PUFA replaced saturated fat; trans fats confounded results
Thermus aquaticus
1 video
Bacterium whose enzymes enabled PCR; referenced in the PCR discussion.
Twin prime conjecture
1 video
Conjecture that there are infinitely many twin primes (primes separated by one integer).
Wall Street game vs Community game
1 video
Prisoner’s dilemma-like experiments showing how word framing changes cooperative behavior (community vs Wall Street).
Yale budget study
1 video
Cited analysis showing unemployment trends across AI-exposed occupations have not spiked as predicted.
Women's Health Initiative (WHI)
1 video
Large, long-term study on hormone replacement therapy; discussed in the context of menopause and muscle health.
Sudbury Neutrino Observatory
1 video
The original experiment at SNOLAB, which was designed to detect solar neutrinos.
meter paper
1 video
A paper that heavily informs the 'AI 2027' prediction, focusing on AI becoming a superhuman coder to accelerate progress.
trial in Belgium
1 video
A trial where employees shifted to a 30-hour work week, resulting in higher overall well-being due to reduced work-family conflict.
Human Microbiome Project
1 video
A program started by NIH in 2008-2009 to accelerate research in the gut microbiome field, highlighting the individuality of microbiomes and their importance for health.
Crimean War
1 video
A war where Emanuel Nobel's sea mines were deployed, leading to increased demand for his armaments factory.
PISA (Programme for International Student Assessment)
1 video
OECD program that ranks national student performance in math, science, and reading; used to discuss future economic prospects.
twin studies
1 video
Described as a 'natural experiment' used to estimate heritability of psychological traits; Dr. Salerno cites decades of twin research finding ~50% heritability for many traits.
transdiagnostic heritability meta-analyses
1 video
Dr. Salerno refers to decades of meta-analytic twin research showing ~50% heritability for many psychological traits and higher for pathological traits.
Microsoft 365 report (Microsoft productivity data)
1 video
Microsoft's annual productivity report (data from Microsoft 365 products) cited for the trend that interruptions now occur roughly every two minutes and that productive editing spikes on weekend mornings.
Harvard Business Review article 'work slop'
1 video
HBR piece introducing the term 'work slop' — low-quality, AI-generated office artifacts (emails, slides) that create overhead rather than real progress.
Four‑day workweek experiments (Iceland, Germany, UK)
1 video
Referenced field experiments and trials showing that reducing workdays didn't reduce measured productivity — used to highlight wasted work time in current models.
Harvard University study (2017)
1 video
A four-year study by Andrew Phillips looking at students' sleep and its correlation with GPA, showing that sleep-wake time was a strong predictor of academic performance.
Big Blob of Compute
1 video
An internal doc/hypothesis discussed in the talk outlining seven key factors that drive AI scaling.
how and why government University and Industry create labor shortages
1 video
Paper cited by the speaker about how labor dynamics affect science, academia, and industry.
UK Biobank analysis
1 video
Referencing an analysis of UK Biobank data used to investigate correlations (e.g., CCR5 disruptions and lifespan or cognitive effects).
Journal of American College of Cardiology study on women's exercise benefits
1 video
A recent study claiming women can achieve similar cardiovascular benefits with half the exercise volume as men, which Dr. Levine found underwhelming, emphasizing underlying biological differences like estrogen protection pre-menopause.
Mechanical ventilation in an airborne epidemic (2008)
1 video
Named study referenced to show prior pandemic preparedness literature (mentioned as 'mechanical ventilation in an airborne epidemic by fuáá in 2008').
Preparing Intensive Care for the Next Pandemic Influenza (2019) — Taylor Kane & Robert Fowler
1 video
Referenced 2019 paper on ICU preparedness for pandemics, cited as part of evidence we studied such events.
Meltzer: stockpiling ventilators / demand estimates (2015/2017)
1 video
Multiple Meltzer estimates on ventilation demand and stockpiling referenced as prior warnings.
Club of Rome / Limits of Growth
1 video
Evoked as a classic limits-of-growth model to discuss material and resource constraints.
Seiberg–Witten theory
1 video
Cited as a major mathematical development (Seiberg–Witten) that Weinstein links historically to equations related to his earlier work.
Green–Schwarz anomaly cancellation (1984)
1 video
Referenced as the event that reanimated string theory in the 1980s and shifted the field's focus.
Dirac operator / Dirac square idea
1 video
The Dirac operator and the concept of taking square roots of second-order equations (Dirac square program) are central metaphors for linking Dirac, Einstein, and Yang–Mills sectors.
Einstein–Grossmann (historical reference)
1 video
Historical reference to Einstein & Grossmann's contributions to the geometrical formulation of gravity and the Lagrangian-era development.
Milgram experiment
1 video
Referenced in discussion of leadership, conformity, and moral action under pressure.
Asch conformity test
1 video
Referenced alongside Milgram as foundational studies on conformity and obedience.
Microsoft Work Trends Index
1 video
Annual study from Microsoft aggregating trillions of observations from Microsoft 365 apps to observe how knowledge workers use their tools; the 2025 report highlighted email and message volume and focus-time shifts.
Microsoft Work Trends Index (summary points)
1 video
Summary data points referenced multiple times (emails, messages, interruptions) within the talk.
Microsoft Work Trends Index (2025)
1 video
Source of workplace data cited: average worker receives 117 emails/day and 153 Teams messages, leading to ~270 interruptions daily.
Serious legal case: lawyer using AI with false citations
1 video
An example of a lawsuit/case is referenced where a lawyer used AI and received false citations, costing a client $1.1M — used to illustrate liability concerns.
CrowdStrike 2026 Global Threat Report
1 video
Report cited claiming AI-enabled attacks surged 89% in 2025 vs the prior year.
Claude jailbreaking incident (Mexican government hack)
1 video
Described incident where a user coaxed Claude into producing step-by-step attack plans that led to exfiltration of Mexican taxpayer records.
Office of the Director of National Intelligence (ODNI) Threat Assessment (March 2025)
1 video
The guest cites the ODNI threat assessment published in March 2025 that concluded Iran was not working on WMDs and had no plans to enhance uranium enrichment.
Department of War / National Defense Strategy (U.S.)
1 video
Referenced as the defense document that lists national priorities and introduces the doctrine of burden sharing; cited to show Iran and Venezuela were not prioritized.
White House National Security Strategy
1 video
Mentioned as a public document that did not designate Iran or Venezuela as top national security priorities before the strikes.
IMF Financial Stability Report
1 video
Quoted as finding that over 40% of private credit borrowers are operating with negative free cash flow (up from 25% in 2021).
Katrine
1 video
Beta-decay kink-based sterile neutrino search result referenced in context of extra channels
LSND
1 video
Liquid scintillator neutrino experiment whose LSND anomaly is discussed
Gaussian material synthesis
1 video
A prior research paper mentioned by the speaker as related work.
Arrhenius equation
1 video
A famous formula used to model how fast the fuel burns based on temperature and available oxygen, acting as the fire's 'gas pedal' in the simulation.
Renek et al. 2002 Study
1 video
A study on 19 untrained individuals showing that a large 2000-calorie surplus with resistance training led to primarily fat-free mass gain with no additional fat mass gain.
The paper describing the on-the-fly glitter generation
1 video
A referenced research paper introducing the generation approach for sparkles without a guest list.
CIPC
1 video
Previous technique mentioned as being slower than the new method.
PD cool
1 video
Another CPU-based friction method referenced for comparison.
GBC 5.2
1 video
OpenAI model variant referenced in coding/sciences benchmarks; compared against Gemini in discussions.
GPT-5.2 Codeex
1 video
OpenAI model variant focused on coding; internal benchmarks discussed in the video.
GPT-5.1 Codeex Max
1 video
Previous Codeex variant used for comparison in the benchmarks.
Charive reasoning
1 video
Benchmark for realistic chart understanding; GPT-5.2 vs Gemini 3 Pro results highlighted.
Arc AGI 1
1 video
Earlier Arc benchmark referenced with ~88% performance.
Vasa 1
1 video
Microsoft paper cited in discussions about avatar lip-sync and related AI capabilities.
Battle of Chaeronea
1 video
The battle where Philip II defeated a combined force of Athenians and Thebans, securing his control over mainland Greece and preparing for his invasion of Persia.
meter time horizons
1 video
Benchmark measuring how long tasks take for models vs humans; used in policy analyses.
GenAI in government
1 video
Discussion point on how governments use generative AI across Sweden, the US, and other contexts.
Agents of Chaos
1 video
Paper examining how AI agents can unintentionally cause harmful outcomes; used to discuss reliability.
Towards a Science of AI Agent Reliability
1 video
Princeton paper outlining four reliability pillars for AI agents: consistency, robustness, predictability, safety.
Open RCA
1 video
Root cause analysis benchmark with 335 software failure cases; Opus 4.6 performed around one-third correct.
Finance Agent
1 video
Benchmark for financial research tasks; created with Stamford and a major bank.
GBC 5.1
1 video
Benchmark for financial or quantitative tasks; GBC 5.1 outperformed 5.2 in one compare.
GPC 5.3
1 video
Benchmark variant mentioned as a potential future result in the sequence of GPC tests.
OpenAI paper (October 2025)
1 video
Paper on blind human grading showing productivity multipliers when models are repeated and humans review.
GDP valve paper
1 video
Paper discussing productivity multipliers across many white-collar industries; cited as tipping point.
Oxford Economics
1 video
January 7, 2026 report examining AI’s impact on unemployment and productivity.
Beckman and Quaos
1 video
Paper outlining three categories of understanding in LLMs (simple, contingent, principled).
Reasoning Models Generate Societies of Thought
1 video
Google DeepMind paper cited to illustrate the emergence of societies of thought in models.
Miami Corpus
1 video
Spanglish dataset used to test code-switching in transcripts
SE bench
1 video
Benchmark/verification framework referenced for validating results.
GDP‑Val benchmark
1 video
A broad benchmark comparing LLM performance to domain experts across many white‑collar tasks (used as an AGI/benchmark reference).
URXFRDCs
1 video
Lab partners or scientific groups used for physics-based modeling of weapon attributes.
Erdős problem
1 video
Mentioned as an example of unsolved mathematical problems that AI might tackle or have embedded in its training.
Behemoth AI debate (Open Source vs Proprietary; copyright/patent discussion)
1 video
Discussion of open-source models vs proprietary models; IP/copyright implications in AI.
Kaplan scaling paper
1 video
Paper commonly cited for scaling laws in neural language models; used to frame progress curves.
Kleman Gong Easterly
1 video
Referenced paper (as described in transcript) related to development outcomes and colonial duration.
IITs
1 video
India's elite engineering institutes referenced in discussion of education and outputs.
Nobel Prize (2022 physics)
1 video
Referenced experimental work proving violations of 'local realism' (entanglement experiments). The host uses these experiments as a motivation to be open-minded about UAPs.
GDP Q4 2025 (1.4% growth)
1 video
Quarterly economic data cited showing US Q4 2025 GDP growth slowed to 1.4%, below expectations and used to discuss political economic narratives.
Bas Van Hoen et al. 2022
1 video
Meta-analysis showing that more training volume tends to yield more hypertrophy.
Stuxnet
1 video
Computer worm (named in transcript as 'Stuckset') used by Israel/partners to sabotage Iranian centrifuges; cited as example of cyber/tech operations against Iran's nuclear program.
Pring et al.
1 video
Study on antagonistic paired supersets in untrained populations, showing similar hypertrophy to traditional training.
Larsen and colleagues
1 video
A recently pre-printed study comparing full range of motion calf raises to full range of motion calf raises with lengthen partials after failure, showing 50-40% more growth with the latter.
Thining et al.
1 video
Study examining supersets of leg extension and leg curl in untrained populations, demonstrating similar hypertrophy to traditional training.
ARC AGI 3
1 video
A different ARC AGI variant (ARC AGI 3) with different performance characteristics.
Carroll cognitive capacity theory
1 video
The Carroll theory of cognitive capacity used as the anchor for AGI scoring in the related paper.
GC5
1 video
A benchmark referenced in relation to ARC AGI tests and testing induction.
ARK AGI1
1 video
ARK AGI1 visual reasoning benchmark (fluid intelligence) used to test non-memorization reasoning.
ARK AGI2
1 video
ARK AGI2 visual reasoning benchmark; cited as a follow-on to AGI1 with stronger testing of fluid intelligence.
Math Arena Apex
1 video
Benchmark aggregating hard math problems from recent competitions; Gemini 3 Pro shows strong performance.
VPCT
1 video
Spatial reasoning benchmark; Gemini 3 Pro attains 91% with human performance at 100%.
New York Times extended word connections test
1 video
Long-form word association/connection test; Gemini 3 Pro scores 97% versus ~70% for the GBC 5.1 High benchmark.
Singing et al.
1 video
Recent pre-print on the effect of rest times on hypertrophy, finding that 1-2 minutes of rest might be sufficient to maximize muscle hypertrophy.
PAL 217
1 video
A marker recently approved by the FDA for early detection of Alzheimer's, which was lowered by 28% in Brian Johnson due to HBOT, and is considered for re-testing after sauna therapy.
Apple Patent (1996) on image reconstruction
1 video
Apple patent related to reconstruction and quantization artifacts referenced in the talk.
National Agricultural Statistics Service (NASS)
1 video
USDA data source cited for crop distribution (e.g., corn, wheat) to illustrate textures.
Latimeria chalumnae
1 video
Cited as an extinct-like/living fossil species used to discuss vertebrate evolution; informs regulatory element history.
Lawrence Berkeley National Laboratory
1 video
Collaborative context for enhancer experiments.
The Project for the New American Century
1 video
Late-1990s neoconservative think tank cited as advocating stronger foreign policy and occupation abroad.
Project for the New American Century
1 video
Influential think tank whose ideas and open-letter rhetoric are cited as advocating unchallenged US military dominance.
Robinson and T 2023 meta-analysis
1 video
Meta-analysis investigating how close to failure to go to maximize strength versus muscle size
UK study on long COVID incidence
1 video
Large UK-based study; indicates incidence of long COVID post-infection within a certain range.
Long COVID incidence (34–30%)
1 video
Reported incidence range from a large study; also contrasted with long influenza.
Meta-analysis on body fat percentages (Jing colleagues)
1 video
Meta-analysis cited in the video regarding healthy body fat ranges
Morton et al. 2018 meta-analysis
1 video
Meta-analysis cited for the 1.6 g/kg guideline; used regression and found the result not significant.
Tagawa et al. meta-analysis
1 video
Meta-analysis including about 75 studies on protein intake and hypertrophy; observed diminishing returns but gains beyond 1.6 g/kg.
zeita cordine colleagues
1 video
Conference / research work cited comparing incline curls vs preacher curls and their regional hypertrophy effects on elbow flexors.
US National Assessment of Educational Progress
1 video
US government assessment documenting declines in maths and reading for grades 4–8
Walpert's multiverse paper
1 video
A computer science paper proposing a multiverse framework for simulating universes and discussing compatibility properties.
The Alchemy of Death
1 video
A research project initiated by Marie-Louise von Franz and a colleague, collecting approximately 2,500 dreams to investigate post-mortal existence.
Dimethyl sulfide
1 video
Tentative JWST-detected biosignature (dimethyl sulfide) in an exoplanet's atmosphere; detection remains unconfirmed with possible abiotic explanations.
Phosphine
1 video
Reported detection of phosphine in Venus' atmosphere as a potential biosignature; subsequent observations cast doubt and rule out clear abiotic explanations.
GALLEX
1 video
Italian GALLEX gallium neutrino experiment; one of the tests that probed neutrino flux and potential sterile neutrino signatures.
Anthropic bound on the cosmological constant
1 video
Steven Weinberg's 1987 paper applying anthropic reasoning to bound the cosmological constant.
gravitational wave discovery (LIGO 2015)
1 video
First detection of a gravitational wave from merging black holes by LIGO (gravity-related evidence discussed in the episode).
Cavendish experiment
1 video
Historical torsion-balance experiment used to measure the gravitational constant; referenced as a way to observe gravitational interactions with tiny masses.
Barryon acoustic oscillations
1 video
Expansion history study using baryon acoustic oscillations referenced in the Desi results.
Black Hole Explosions (Hawking, 1974, Nature)
1 video
Hawking's 1974 paper (often referenced as 'Black Hole Explosions') is cited as the origin of Hawking radiation — showing black holes emit thermal radiation and can evaporate.
Parikh & Wilczek (2000s)
1 video
Their tunneling-based derivation of Hawking radiation is mentioned as an alternative derivation that produces the same thermal spectrum.
Gaia DR4 exoplanet predictions
1 video
Forecasts for exoplanet detections in Gaia Data Release 4, including the expected number and method enhancements.
Harvard Economic Complexity Index
1 video
Index used to compare Australia’s economic complexity relative to peers.
McQuary University
1 video
Academic institution cited in the study about monopolization and employment effects.
The Euro area great inflation surge
1 video
Paper cited by The Netherlands Central Bank describing inflation dynamics.
Groundwork Collaborative
1 video
Think tank cited price vs. input cost discrepancies in 2024 US inflation analysis.
UBS Global Wealth Management
1 video
Economists from UBS Global Wealth Management cited in discussion of greedflation.
Australian Institute
1 video
Australian Institute data on profit increases and inflation drivers.
South Korean antitrust regulators
1 video
Imposed fines for not displaying shrinkage labeling on products (2024).
Consumer Federation of America (CFA)
1 video
CFA tips and guidance for consumers to spot shrinkflation and save money.
Remote Labor Index (RLI)
1 video
The study's method for comparing AI-produced work to human work in freelancing tasks
Program with Common Sense
1 video
John McCarthy's 1959 vision for AI that learns from experience; historical standard.
KAI 2020
1 video
Paper on the earliest history of computer programming.
WHIS 2022
1 video
Workshop/venue referenced for notations evolution; tied to a prior paper.
Kai 2026
1 video
Upcoming paper on how notations evolve.
Delving Deep into Rectifiers
1 video
Paper (He et al.) analyzed initialization for ReLU-like nonlinearities and derived recommended gains (e.g., sqrt(2)) to preserve activation variance.
WaveNet
1 video
A dilated, causal-convolution autoregressive model for sequence data (originally audio) used here as inspiration for a hierarchical, progressive fusion architecture.
GPT-3 paper
1 video
GPT-3 paper used to borrow more concrete hyperparameter and optimization guidance not present in the GPT-2 paper.
G (approximate GELU)
1 video
The G nonlinearity (approximate GELU) used by GPT-2; the video explains exact vs approximate forms and historical reasons.
FlashAttention (paper)
1 video
Stanford paper and implementation fused into PyTorch kernels to speed up attention by avoiding materializing the full attention.
NVIDIA 2018 online softmax (paper)
1 video
Earlier NVIDIA paper describing an online softmax normalization technique reused by FlashAttention.
GPT-2 paper
1 video
Referenced as the paper that introduced byte-level tokenization for large language models and motivated many tokenizer design decisions (vocab size, properties).
UTF-8 Everywhere Manifesto
1 video
Referenced as a recommended reading that explains why UTF-8 is the preferred Web encoding (backwards-compatible with ASCII and widely used).
Integer Tokenization is Insane (blog post)
1 video
A blog post investigating how numbers are tokenized (variable tokenization for integers) and its impact on arithmetic performance.
Bengio et al., 2003
1 video
Influential paper introducing (in context) a multi-layer perceptron approach to predict the next character/token in a sequence; discusses embedding-based representations and a neural network for sequence modeling.
Restricted Boltzmann Machines (RBMs)
1 video
2006 work by Hinton and collaborators was cited as an example of research where gradients and updates were explicitly implemented by hand.
contrastive divergence
1 video
A training method (used historically for RBMs) that was mentioned to illustrate earlier practices of computing/using gradients directly instead of autograd.
fragmented embeddings (2014 paper)
1 video
The instructor's 2014 paper on aligning image fragments and text fragments; used as an example where the backward pass was implemented manually.
Nukem's problem
1 video
A decision-theory puzzle about prediction and interdependent choices used in the AI demonstration.
RFC 768
1 video
Original specification for User Datagram Protocol (UDP) referenced as RFC 768.
The Origins of the Obesity Epidemic in the USA
1 video
A study cited in the video that details the rise in obesity rates in the USA, correlating with declining cognitive function.
Journal Circulation Study (Levine)
1 video
A two-year intervention trial in 50-year-old, otherwise healthy but sedentary individuals, showing a reversal of 20 years of cardiac aging through a structured exercise protocol.
BRCA1/BRCA2 genes
1 video
Genetic predispositions mentioned for increasing the risk of breast cancer.
Erase Trial
1 video
A study that showed exercise can reduce the fear of cancer progression or recurrence in patients.
APOE E4
1 video
A key genetic risk factor for neurodegenerative diseases, which can significantly increase the risk of Alzheimer's disease if one or two alleles are present.
Acanthosis Nigricans
1 video
A skin condition characterized by darkened, crinkled skin, often around the neck, indicating insulin resistance.
Skin tags
1 video
Small, benign skin growths that can indicate insulin resistance, often found around the neck and armpits.
AKT (protein kinase B)
1 video
A key signaling pathway involved in insulin action, often measured in studies of insulin resistance.
Benedict equation
1 video
An equation still used today to assess metabolic rate based on body size.
Heat Shock Protein 70
1 video
A major heat shock protein, variations in whose gene are associated with increased life expectancy; its activation is beneficial for health and longevity.
UCP1 (Uncoupling Protein 1)
1 video
A protein increased by norepinephrine that signals to adipose tissue to make more mitochondria, leading to increased heat production and fat burning.
PM2.5 diesel exhaust particles
1 video
Environmental toxins shown to increase adipocyte hypertrophy and body fat mass even without caloric changes, contributing to insulin resistance.
Cigarette smoke particles
1 video
Environmental toxins that cause ceramides accumulation, mitochondrial fission, and insulin resistance.
AMPK (AMP-activated protein kinase)
1 video
An enzyme activated by exercise and acetic acid from apple cider vinegar, which promotes glucose uptake into muscle without insulin.
Reduced Trial (with Vascepa)
1 video
A large randomized control trial demonstrating that high EPA supplementation (Vascepa) led to a 25% lower risk of major adverse cardiac events.
Journal Gut, 1996
1 video
A study that found differences in GLP-1 response to high-carb meals between lean and obese individuals, suggesting a role in satiety control.
Croll and Gois (2017) Bench Press Study
1 video
A study on bench press looking at pec, front delt, and tricep EMG activation as loads increased from 70% to 100% of 1RM.
Nature Communications
1 video
The scientific journal where the new study 'Wearable device-based health equivalents of different physical activity intensities against mortality, cardioabolic disease and cancer' was published.
MiCA (Markets in Crypto-Assets regulation)
1 video
European regulation ensuring USDC compliance, mentioned alongside the US Genius Act.
Asteroid Bennu
1 video
NASA probe found nucleic acids, amino acids, and sugars, the building blocks of life, on samples from this asteroid.
Sherman Act
1 video
U.S. antitrust law under which Teddy Roosevelt sued numerous companies.
Challenger Gray (Challenger, Gray & Christmas)
1 video
Report on announced layoffs, cited to show that AI accounts for a small percentage of job losses.
Carrington event
1 video
The largest recorded geomagnetic storm in 1859. Discussed as a potential doomsday scenario if it were to happen today.
oil films on water
1 video
Langmuir's Nobel Prize-winning research on one-molecule-thick layers on water surfaces.
Just Think: The Challenges of the Disengaged Mind
1 video
A 2014 study finding people would rather administer electric shocks than be alone with their thoughts.
Law of accelerating returns
1 video
Ray Kurzweil's concept describing how the rate of technological progress itself accelerates exponentially.
Queensland Brain Institute
1 video
An institute at the University of Queensland that found people with untreated sleep apnea have a 45% higher risk of developing Alzheimer's disease.
SPRINT Trial
1 video
A study that set the gold standard recommendation for blood pressure at 120/80. It found that aggressively managing blood pressure in hypertensive patients preserved brain gray matter and cognitive functions.
Facebook mantra of 'move fast and break things'
1 video
A Silicon Valley philosophy applied to the AI space, suggesting a rapid and potentially irresponsible approach to development.
Vault 7 documents
1 video
Tens of thousands of classified documents downloaded by a CIA software engineer and released by Wikileaks, revealing CIA cyber espionage capabilities.
ProPublica
1 video
Organization cited for statistics on the government's high success rate in prosecuting cases.
Luddites
1 video
Historical group in the 1800s in the UK who rioted and destroyed machines in response to job displacement from new technology, leading to capital punishment laws.
Pew Survey Report
1 video
A survey report indicating that parents allow children under five to use smartphones to soothe distress, seen as a dangerous gateway to further digital addiction.
Region Beta Paradox
1 video
A psychological concept explaining that a worse outcome can sometimes be preferable to a moderately bad one, as it galvanizes people to act.
Harvard Business Review study (work diaries)
1 video
A study where participants kept work diaries, revealing that a feeling of progress, even tiny, was the most common factor in reporting a 'best day' at work.
Chernobyl disaster
1 video
A nuclear meltdown in Ukraine in 1986 that killed people directly and indirectly, with recent cost estimates over a trillion dollars, used as an example of a 'small-scale disaster' that would force governments to regulate AI.
Real-time execution of action trunking flow pauses
1 video
A paper that addresses the problem of action jittering in real-time robot control by introducing training-time impletion.
DEC2 gene
1 video
One of four identified genes associated with 'genetic short sleepers' who can thrive on less sleep (e.g., 6.25 hours) without cognitive or physical impairment.
ADRB1 gene
1 video
Another gene identified in 'short sleepers' that enables them to function optimally on significantly less sleep than the average person.
Precision Nutrition publication
1 video
Cited as a source for a study involving 326 participants detailing how the keto diet can increase glycemic control in diabetic patients.
Nutson et al. 2018
1 video
A study from the UK Biobank cohort on associations between chronotype, morbidity, and mortality, linking greater 'eveningness' to a small increased risk in all-cause and cardiovascular disease mortality.
Yasuda et al. study (protein distribution)
1 video
A study that compared a three-meal protein model with a two-meal model, finding superior muscle gain effects in the three-meal model, though with a suboptimal total protein dose.
Joey Antonio and colleagues studies (high protein intake)
1 video
Several studies (four trials, one case study) that examined the effects of very high protein intakes (3.3 to 4.4 g/kg body weight) on resistance-trained individuals, showing facilitation of fat reduction.
Templet et al. study (fasting on lean men)
1 video
A study that found that men who were already lean and followed an every-other-day fasting model lost more lean body mass compared to a linear caloric deficit group, suggesting fasting can be a double-edged sword for already lean individuals.
Lavine and colleagues study (hard gainers)
1 video
A study from the late 1990s that showed normal-weight subjects fed 1,000 calories above maintenance spontaneously increased their non-exercise activity thermogenesis (NEAT) by an average of 336 calories.
Hope questionnaire
1 video
A questionnaire used in a study of 7,500 patients to measure their perceived ability to improve their future, correlating low hope with reduced prefrontal cortex and insular function.
Tasali et al. 2022
1 video
A study investigating the effect of sleep extension on objectively assessed energy intake among overweight adults, finding a significant reduction in calorie intake and modest weight loss with increased sleep.
MIT Study on ChatGPT
1 video
A study that showed ChatGPT use makes brains atrophy, where 80% couldn't remember what they produced, communication was soulless, and brain connections were 50% weaker.
Nalchajian et al. 2011
1 video
A two-week crossover study titled 'Insufficient sleep undermines dietary efforts to reduce adiposity', demonstrating that short sleep leads to a higher proportion of lean mass loss during calorie restriction.
Wang and colleagues 2018
1 video
An 8-week study on calorie restriction with and without sleep restriction, finding greater lean mass loss in the short sleep group even if total weight loss was similar, highlighting interindividual variability.
Lancet Study (2015)
1 video
A study across 17 countries found that a 5kg decrease in grip strength was associated with a 16% higher risk of death, 17% higher risk of heart disease, and 7% higher risk of stroke.
Journal of Alzheimer's Disease Study (2018)
1 video
A study linking low grip strength to a 68% higher risk of developing Alzheimer's disease.
IDC White Paper
1 video
A white paper that found companies using Vanta saved over $535,000 a year.
Liverpool University Research
1 video
Research that showed wearing Vivo Barefoot shoes for six months can increase foot strength by up to 60%.
fMRI studies with psilocybin
1 video
Research showing that psilocybin shuts off the default mode network in the brain, similar to what is observed in advanced meditators during mystical experiences, suggesting a common neurological mechanism.
Project PR
1 video
A study conducted by WHOOP that found runners who adjusted their training based on recovery scores improved 5K times by an average of 2 minutes and 40 seconds while reducing injury risk by over 30% with less training.
General Social Survey (GSS)
1 video
A remarkable publicly available data set used by Dr. Von Hippel to study national samples on happiness, prayer, and other social factors.
International Olympiad in Informatics 2024
1 video
The benchmark used to test 01 on coding, where with sufficient attempts, it achieved a score above the gold medal threshold.
STEP 5 Trials
1 video
Clinical trials on GLP-1 receptor agonists, which showed that 40% of weight loss on these drugs comes from fat-free mass (muscle and bone).
Journal of Comparative Family Studies
1 video
A journal that published a 2012 study finding that couples in arranged marriages in collectivist cultures reported similar or higher long-term satisfaction compared to those in love marriages.
Google Report: The Messy Middle
1 video
A Google research report that describes modern consumer behavior as a non-linear journey of exploration and evaluation, replacing the traditional marketing funnel concept with a 'playground' metaphor.
Cambridge University Press (2023 systemic review)
1 video
A 2023 systemic review that examined the efficacy of low-carbohydrate ketogenic diets in treating mood and anxiety disorders, highlighting potential benefits but emphasizing the need for randomized controlled trials.
Mo et al. 1965
1 video
An early study titled 'Changes in waistline and abdominal girth and subcutaneous fat following isometric exercises' that explored spot reduction.
Caal et al. 2007
1 video
A study titled 'Subcutaneous fat alterations resulting from an upper body resistance training program' that investigated spot reduction using skinfold calipers and MRI.
Leaderboard Illusion
1 video
A paper critiquing LMArena's practices regarding model testing and leaderboard rankings.
University of Florida study on sexual opportunism
1 video
A classic social psychology study where attractive models approached strangers on campus with three requests: a date, going back to their apartment, or sex. It revealed marked differences in willingness between men and women for casual sexual encounters.
Could there be a link between oral hygiene and severity of COVID infections
1 video
A research paper authored by Dr. Samson that was the first to link gum disease with worse COVID-19 complications. It became one of the most cited articles in the British Dental Journal.
The association between periodontitis and blood pressure highlighted in systemically healthy individuals
1 video
A study cited (not Dr. Samson's own) that found people with gum disease were twice as likely to have a heart attack and three times as likely to have a stroke.
Gimbal incident video
1 video
A publicly known video from a US Navy F/A-18 Super Hornet displaying a UAP exhibiting anomalous flight characteristics, featured on the cover of Elizondo's book.
Rendlesham Forest incident / Bentwaters incident
1 video
A well-known UFO incident in the UK involving a US joint US and UK base, where a UFO allegedly landed, and military personnel, including John Burroughs, were injured.
Colares incident
1 video
A UAP incident in Brazil in 1977-1978, witnessed by hundreds/thousands, officially investigated by the Brazilian military, with reports of laser-like attacks and directed energy injuries to locals and military personnel.
Tic Tac incident
1 video
A series of UAP incidents over a protracted period where pilots reported seeing a white, lozenge-shaped object exhibiting highly anomalous flight characteristics on radar and visually, including instantaneous acceleration and transmedium travel.
The Scar Experiment
1 video
A psychological experiment where participants believed they had facial disfigurements, even after they were secretly removed, and reported increased discrimination, demonstrating how expectations influence perception and experience.
Harvard-led studies on cardiac conditions
1 video
Research that found cardiac patients were less likely to die when highly esteemed specialists were away, due to the 'Einstellung effect' where specialists might stick to familiar procedures even when inappropriate.
NBA Schedule Alert Project
1 video
A project Dr. Mah partnered with ESPN on, where she was 76-86% correct in predicting when NBA teams would be at highest risk of losing based purely on their schedule and insufficient sleep opportunities.
Circulation
1 video
A premier cardiology journal where Dr. Steven Gundry published an abstract suggesting a link between COVID mRNA vaccines and increased heart attack risk.
Roenigk and Pesa studies
1 video
Seminal studies from the 1990s and 2000s that quantitatively analyzed bone density and projection changes in the face over time using CT scans.
British Journal of Sports and Medicine
1 video
Journal where Dr. Malhotra co-authored an article titled 'You can't outrun a bad diet,' emphasizing diet over exercise for weight loss.
SELECT Trial
1 video
A significant study, sponsored by Nova Nordisk, that showed a 20% reduction in severe cardiovascular events in overweight individuals (without Type 2 diabetes) on Semaglutide, independent of weight loss.
FLOW Trial
1 video
A chronic kidney disease trial that had to be halted in late 2023 because the GLP-1 substance was so effective at reversing kidney damage, making it unethical to withhold from the control group.
Every Other Day Diet
1 video
A study where participants in metabolic crisis ate whatever they wanted every other day, and fasted completely on alternate days, leading to improved metabolic markers and changed food cravings over a year.
Michigan Brain over Body Study (2018)
1 video
Conducted at Wayne State University, this study observed brain and body reactions to temperature changes, proving Wim Hof's ability to control his skin temperature and brain responses to cold through breathing and meditation.
Rat Park Experiment
1 video
A famous experiment demonstrating that social connection reduces addiction, where rats in an enriched environment were less likely to become addicted to morphine water.
Harvard Study of Adult Development
1 video
The longest-running study of happiness, cited by Dr. Robert Waldinger regarding social media usage.
UCSF Study on Obese Children
1 video
A study conducted at UCSF with 43 obese children with metabolic syndrome, showing significant metabolic and behavioral improvements after removing added sugar from their diets for 9 days, even with maintained calories.
Journal of Hypertension (Srámek et al. 2000)
1 video
A peer-reviewed study linking higher levels of urinary catecholamines and homocysteine to cardiovascular disease.
Journal of Headaches and Face Pain (2018 Meta-analysis)
1 video
An 2018 meta-analysis with 8,819 participants that found a direct inverse relationship between sodium intake and migraine headaches, suggesting that low sodium can contribute to migraines.
Emory University study (mice)
1 video
A study where male mice were trained to fear the smell of cherry blossom by shocking them, showing that their offspring also had the same fearful reaction, providing evidence for epigenetic trauma transmission.
Bullet Cluster
1 video
A collision of two galaxy clusters, providing strong evidence for dark matter due to the separation of mass from baryonic matter.
Millennium simulation
1 video
A large-scale computer simulation showing how dark matter could form the cosmic web and structures like galaxies and clusters.
Galileo's experiment
1 video
Mentioned in the context of the equivalence principle, showing that all objects fall at the same rate regardless of mass.
Maran and Beluffi (2018 paper)
1 video
A study using Monte Carlo simulations to determine the minimum human population needed for genetic diversity on generation ships.
Natural Resources Defense Council's 2019 Chain Reaction V report
1 video
A report that gave Taco Bell a D-grade for its slow commitment to reducing antibiotic use in its beef supply, failing to effectively address public health issues of antibiotic resistance.
DARPA Challenge
1 video
A challenge from 2015 featuring robot finalists that were slow, unstable, and expensive bespoke designs.
SWAN Study (Study of Women's Health Across the Nation)
1 video
A longitudinal study referenced for its data on women's health across the lifespan, compared to Dr. Hagstrom's lab findings on lifestyle behavior impact.
Future Skills Report
1 video
A report from 2024 that identified critical skills for the future workforce, such as teamwork, decision-making, critical thinking, and leadership.
Retrieval Augmented Generation in Knowledge Graphs for Customer Service Question Answering
1 video
A seminal white paper testing graph RAG for customer service question answering, which resulted in a 28.6% decrease in per-issue resolution time.
PREDICT Trial
1 video
A follow-up trial in the UK, similar to the personalized nutrition project, which showed that the microbiome and host data could predict a person's triglyceride levels.
World War II Army Medical Report
1 video
A report detailing that the strain of potential harm in combat causes soldiers to break down and that psychiatric casualties are inevitable.
Melatonin receptor 1B
1 video
A genetic variation in this receptor was identified as a risk factor for type 2 diabetes, suggesting melatonin's role extends beyond sleep regulation to pancreatic function.
Milder's experiment
1 video
An experiment involving a string attached to a vibrator and a pulley with weights, used to demonstrate wave properties by altering string tension.
Face to Face
1 video
A research paper that inspired Synthesia’s co-founder, focusing on early AI video generation capabilities.
Pavlov's dogs
1 video
The famous experiments by Ivan Pavlov where dogs were conditioned to salivate at the sound of a bell, demonstrating classical conditioning.
Little Albert
1 video
The 'Little Albert' experiment by John Watson, where an infant was conditioned to fear a white rat by associating it with a loud noise.
Legacy Survey of Space and Time (LSST)
1 video
An alternative name for the Vera Rubin Telescope project, highlighting its goal to survey the sky over an extended period.
Zabrowski et al. 2022
1 video
A 2022 study that trained an AI algorithm (CNN) to find new gravitational lens candidates, identifying 670 final candidates from 50,000 initial ones.
Illustris Simulation
1 video
A large-scale cosmological simulation that models the evolution of the universe, containing billions of galaxies and allowing for detailed study of merging galaxies.
The Ideology of Hysteria
1 video
A paper by Sigmund Freud which initially supported the theory that hysteria was caused by real sexual trauma in childhood.
Bjornskov
1 video
A study on 24 European countries indicating that severe lockdown policies were not associated with lower mortality.
Pedrosa et al. quad study
1 video
A study referenced for specific muscle length comparisons, particularly on quadriceps hypertrophy with partials.
Osirak
1 video
Israeli airstrike on an Iraqi nuclear reactor, cited as an example of 'affirmative non-proliferation'.
Pinchera et al. study (2021/2022)
1 video
A study that looked at Nordic curls' effect on fascial length and took biopsies to measure sarcomere length, finding that observed fascial lengthening was primarily due to increases in resting sarcomere length, not sarcomeres in series.
Stack Overflow survey 2021
1 video
A survey cited to show that Svelte was the most loved framework among developers.
Journal of Hypertension
1 video
A journal where a study was published finding that drinking from aluminum cans lined with BPA-containing resin can increase blood pressure within hours.
National Health and Nutrition Examination Surveys (NHANES)
1 video
A data source repeatedly showing correlations between higher urinary BPA levels and disruptions in sex hormone and thyroid function.
Cunningham Equation (1991)
1 video
A BMR prediction equation frequently used, especially by body composition machines like Bod Pods, that predicts BMR from fat-free mass.
Catch McArdle Equation
1 video
Often erroneously referred to, this equation is generally similar to the 1991 Cunningham equation for BMR prediction from fat-free mass.
Mifflin-St Jeor Equation
1 video
A popular BMR prediction equation that takes height, weight, age, and sex into account, showing a constant difference between men and women.
Daily Energy Expenditure through the Human Life Course
1 video
A 2022 study by Ponzer and colleagues demonstrating BMR stability in adulthood and decline post-60, widely reported in health media.
Cunningham Equation (1980)
1 video
An older BMR prediction equation that performs well for athletes in some contexts.
Ten Half Equation
1 video
A BMR prediction equation that performs well for athletes.
Organ Size Increases with Weight Gain in Power Tred Athletes
1 video
A 2013 paper by Mei and colleagues on football players, showing longitudinal increases in heart, kidney, and liver mass proportional to fat-free mass gains.
Alaska Airlines flight 1282
1 video
An incident where a door plug flew off a Boeing 737 mid-flight, triggering an emergency landing.
Lion Air flight 610
1 video
A fatal crash of a Boeing 737 Max triggered by the MCAS system.
Maio Clinic Proceedings
1 video
A publication mentioned as the source of a systematic review on caloric restriction and its effect on testosterone.
Micrococcus lizodicus
1 video
A microorganism researched by Mel Rosenberg in his early career, which received very little citation over 50 years.
Faraday's experiment on induction
1 video
An experiment demonstrating that moving magnetic lines of force past a wire can induce an electrical field, illustrating a principle behind electromagnetic wave generation.
Stanford AI Index
1 video
A report cited stating that 36% of AI experts agreed AI decisions could cause nuclear-level catastrophe.
2022 Pew study on AI and human enhancement
1 video
A study indicating that 20% of people would consider computer chip implants in their baby's brain for faster processing.
Optimizing Resistance Training Technique to Maximize M Hypertrophy: A Narrative Review
1 video
A collaborative preprint by Dr. Pak and colleagues, proposing a definition for resistance training technique and reviewing literature on rep tempo, range of motion, and exercise kinematics for hypertrophy.
Full range of motion vs. length and partials in trained individuals
1 video
A preprint study allegedly released on September 24th, 2024, investigating the effects of full range of motion versus lengthened partial repetitions on hypertrophy in trained lifters.
High load and low volume warmup increases performance in a resistance training session
1 video
A 2024 study by Vios et al. that found heavier, lower volume warm-up sets were more beneficial for subsequent performance in bench press, lat pulldown, and leg press.
Ryu et al. (2020)
1 video
A 2020 study examining squat and bench press performance after different warm-up approaches, finding that a combination of light and heavy sets, or just a heavy set, improved performance.
Susan et al. (2023)
1 video
A 2023 study comparing different warm-up approaches for the back squat, finding a very heavy warm-up (3 reps at 90% max) was most beneficial for subsequent performance.
Conrado de Fros et al. (2021)
1 video
A 2021 study comparing 10 bodyweight squats versus 10 bodyweight squats plus a set at 90% max before squatting; the heavy set significantly improved first-set performance.
Alvis et al. (2021)
1 video
A 2021 study comparing a light warm-up versus a heavy set (3 reps at 90% max) with 10 minutes rest before bench press; the heavy warm-up boosted performance on the first two sets.
Garbisu et al. (2023)
1 video
A 2023 study comparing an extensive warm-up with an additional single rep at 93% max before an AMRAP set; the heavy single increased performance, indicating heavy sets are key.
New York Times Co. v. Sullivan
1 video
A landmark Supreme Court case that established the 'actual malice' standard for libel against public figures.
Solomon Asch experiment
1 video
A social science experiment demonstrating the power of group conformity, where individuals conform to the group's incorrect answers.
The Genetic Legacy of the Mongols (2003 paper)
1 video
A 2003 paper estimating that 0.5% of the world's male population is a direct descendant of Genghis Khan. Weatherford is skeptical of the direct connection to Genghis Khan due to lack of DNA evidence, but acknowledges the finding of a large male lineage from that period.
Minnesota Coronary Experiment
1 video
A study on saturated vs. polyunsaturated fats and cardiac events, which has been cited by anti-seed oil advocates but has significant weaknesses.
McEwen and colleagues (2015) review paper
1 video
A review paper titled 'Warm-up Strategies for Sport and Exercise: Mechanisms and Applications' that examines how warm-ups enhance performance.
Fradkin and Coles (2006) review paper
1 video
A review paper titled 'Does Warming Up Prevent Injury in Sport?' which found insufficient but preliminary evidence for injury prevention.
Lauersen and colleagues (2014) meta-analysis
1 video
A meta-analysis on exercise interventions for sports injury prevention, concluding that strength training was the most effective intervention, followed by proprioception training.
Aladar and colleagues (2022) systematic review
1 video
A systematic review focusing on ACL injury prevention, showing that plyometric exercises in a routine can reduce ACL injury incidents.
Ben and colleagues (2023) narrative review
1 video
A narrative review on dynamic stretching's effects on injury incidents, including only two studies due to limited research.
MIT report
1 video
An MIT report that claimed a high percentage of enterprise AI projects fail, which the speakers discuss in the context of slow AI adoption due to organizational resistance.
Nitrogen Balance Studies
1 video
Historical method used to determine protein requirements by measuring nitrogen intake and excretion.
NHANES data
1 video
Nutritional surveys in the United States showing typical protein distribution across meals, skewed towards evening.
American Time Use Survey
1 video
A dataset used to analyze how average Americans spend their time each week.
Holmes and Rahe Stress Scale
1 video
A seminal landmark study from the 1960s by two psychiatrists who looked at 5,000 people and 43 life events, finding that more life events correlated with greater stress and likelihood of illness.
Longstrom and colleagues
1 video
A case series study comparing bodybuilders who took a reverse dieting approach versus those who allowed for quicker weight regain post-competition, finding reverse dieting delayed recovery.
Wahab and colleagues
1 video
Researchers whose studies on resensitization involved training cessation periods.
TOGETHER trial (Brazil)
1 video
A platform study in Brazil designed to rapidly assess the efficacy of repurposed medications for COVID-19, which has stopped trials for several drugs but continues to study ivermectin and fluvoxamine.
REACT study (UK)
1 video
A real-time data aggregation study from the UK that found vaccinated individuals in breakthrough cases had lower viral loads at any given time compared to unvaccinated individuals.
Keys and colleagues
1 video
Researchers behind the Minnesota Starvation Experiment, cited for their work on metabolic adaptation and refeeding strategies.
PISA results
1 video
The Programme for International Student Assessment, whose results for Tunisia inspired Cerine Hamida to address educational issues in her country.
Aasar and colleagues
1 video
Researchers whose studies on resensitization involved training cessation periods.
Matx and colleagues
1 video
Conducted a study comparing single-rep maxes to 10-rep sets for hypertrophy in untrained lifters.
BR and colleagues
1 video
Conducted a study comparing isolation vs. compound exercises for triceps and pecs.
Nosaka and colleagues
1 video
Conducted a 2005 study examining the correlation between delayed onset muscle soreness (DOMS) and markers of muscle damage and performance.
The Lancet Commission report on dementia prevention
1 video
A comprehensive report estimating that 45% of dementia cases are preventable through lifestyle factors, overseen by Professor Jill Livingston.
UK Biobank study (Red Wine and Visceral Fat)
1 video
An analysis of almost 2,000 participants from the UK Biobank study where drinking more red wine was associated with less visceral fat, lower inflammation, and higher HDL, while beer and spirits were linked to opposite effects.
study on working hours
1 video
A study indicating that working beyond 55 hours per week led to approximately 800,000 deaths from stroke and heart disease in 2016, with a 35% higher risk of stroke and a 17% higher risk of heart attack.
g-2 experiment
1 video
An experiment involving an ultra-strong magnetic field at Fermilab, which Secretary Perry experienced.
Asch Conformity Experiment
1 video
Referenced to illustrate how individuals conform to group opinion, even against their own perception, highlighting the trait of disagreeability as valuable.
AREDS 2
1 video
Studies on age-related eye conditions, with principal ingredients including lutein and zeaxanthin.
National Intelligence Estimate (NIE) of 2007
1 video
A US intelligence assessment that concluded Iran's nuclear weapons program halted in 2003 and had not been restored since.
NRA v. Vulgar
1 video
A Supreme Court case won by the speaker's office concerning viewpoint-based debanking, establishing that government cannot pressure financial institutions to deny services based on speech.
Murphy and Caller Meta-analysis
1 video
A meta-analysis and meta-regression on energy deficiency, indicating that greater calorie deficits increase the likelihood of muscle mass loss during resistance training.
Common et al. drop set meta-analysis
1 video
A meta-analysis on drop sets, indicating that doing only 30% extra sets with drop sets can yield similar hypertrophy compared to straight sets.
hepaticellular carcinoma
1 video
Liver cancer that was observed in a subset of mice fed high-dose purified prebiotic fiber on top of a western diet, suggesting potential risks of certain prebiotic interventions in specific contexts.
Eddington experiment
1 video
Cited as the classic example of a narrow and risky prediction made by relativity, demonstrating a hallmark of a good scientific explanation.
Delayed Choice Quantum Eraser experiment
1 video
Mentioned as an experiment often invoked in metaphysical ways to suggest non-locality or consciousness influencing reality, which Deutsch argues is misinterpreted and stems from wave function collapse.
Mercer Trends report
1 video
A report indicating that 81% of individuals are at risk of burnout, a figure higher than during the pandemic.
MINOS experiment
1 video
An experiment at Fermilab that studied neutrino properties and whose detector setup (iron slabs and scintillators) influenced the Minerva design.
Perspective Protein Requirements and Optimal Intakes in Aging: Are We Ready to Recommend More Than the Recommended Daily Allowance?
1 video
A publication by Stu Phillips discussing the inadequacy of current protein RDAs for aging populations.
Stable Isotope Studies
1 video
Newer, more accurate studies using isotope tracers (like L13 carbon-labeled phenylalanine) to quantify protein turnover and determine minimal protein needs, showing higher requirements than the RDA.
Rosnick
1 video
A 2002 study on untrained young males with different calorie surpluses showing significant lean body mass gains, highlighting the power of training stimulus.
Slater and colleagues
1 video
Authors of a review paper from 2019 addressing whether an energy surplus is required for muscle mass maximization.
Murphy
1 video
Conducted a 2021 meta-regression finding that muscle can be built in a deficit, up to approximately a 500 calorie deficit.
British CT Angiography study on plaque
1 video
A study that looked beyond just coronary calcium to non-calcified plaque, suggesting that exercise training might stabilize plaque and make it more calcified and rupture-resistant.
Laura DeFina paper in JAMA (2019)
1 video
A Cooper Clinic study of 25,000 people across different physical activity levels, showing a 50% reduction in cardiac events for those with low coronary calcium, and that fitness is protective even with high calcium.
Finite-Time Blowup for an Averaged Three-Dimensional Navier-Stokes Equation
1 video
Paper published by Terry Tao in 2016, demonstrating how to engineer a blow-up in a modified (averaged) Navier-Stokes equation to understand obstructions to proving global regularity for the full equation.
Training time action conditioning for efficient real-time trunking
1 video
A paper proposing a solution called 'training time impending' to address temporal assembling issues in real-time robot control.
Miller-Urey experiments
1 video
Experiments attempting to create life from inorganic compounds using electricity, discussed in the context of the origin of life.
Slater et al. Paper
1 video
A classic paper concluding that a slight energy surplus, around 200-300 calories over maintenance, is probably best to maximize muscle gain mechanistically.
American Gut Project
1 video
A study that found most people consume around 10-15 different plants per week, far from the recommended 30 for optimal gut health.
Stanford University study on fermented foods
1 video
A randomized control trial from Stanford University that showed adding fermented foods to the diet significantly increased gut microbiome diversity in just eight weeks.
Predict One Study (Zoe)
1 video
Zoe's research directly looking at how gut microbes predict individuals' blood sugar and blood fat response after a meal, highlighting the essential role of the microbiome in metabolism.
Blue Poo Study (Zoe)
1 video
A study where participants ate blue muffins to measure gut transit time, correlating it with gut microbiome health, cardiovascular risk, and visceral fat.
The Big Poo Review (Zoe)
1 video
The largest UK study on poop, surveying 142,000 people to understand bowel movements and their association with diet and conditions, finding a link between fiber intake and optimal stool type (Bristol 4).
NASA Nemo experiments
1 video
Experiments conducted in extreme environments to assess cognitive function, reaction time, and decision-making for astronauts, applying to brain training.
Thermopylae
1 video
A famous battle during the second Persian invasion of Greece, where 300 Spartans famously held off the Persian army, though ultimately were defeated and their king, Leonidas, was killed.
Salamis
1 video
A pivotal naval battle where the Greek navy decisively defeated the Persian navy, effectively ending the Persian invasion and altering the course of history.
Plataea
1 video
The battle where the Spartans defeated and killed Mardonius, effectively ending the Persian occupation of mainland Greece.
Plague of Athens
1 video
A devastating epidemic that struck Athens when Pericles brought the population within the city walls for safety against Sparta. It killed a third of the population, including Pericles and his sons.
Waran's study on calves
1 video
Compared calf raises (45 mins/week) with daily 1-hour calf stretching using an orthotic device, finding similar changes in muscle thickness and strength.
Wolen's study on pecs
1 video
Used a self-ratcheting device for 15 minutes, four times a week, to achieve maximal pec stretch, finding similar hypertrophy to resistance training.
White et al.
1 video
Cited for a study showing adrenaline infusion lowered magnesium levels, which remained significantly reduced even an hour after the infusion stopped.
Paris Perspective study II
1 video
This study found that men with the highest magnesium levels had significantly lower all-cause mortality and cancer death rates compared to those with the lowest levels.
The Reserve Capacity Hypothesis
1 video
The published title of Brett Weinstein and Debbie Cieslak's paper, which proposed that telomere length affects the capacity for tissue repair and cancer vulnerability, especially in laboratory mice.
American Sociological Review
1 video
Cited for research on how gaslighting increases cortisol and anxiety by destabilizing the perception of reality.
the invisible gorilla
1 video
A famous experiment by Chabris and Simon demonstrating selective attention, where participants failed to notice a gorilla in plain sight while counting basketball passes.
GW150914
1 video
The first detected gravitational wave signal, from the merger of two black holes.
NWA MAP test
1 video
A nationwide standardized test showing declining academic performance among average US students.
GW170817
1 video
A gravitational wave detection from a binary neutron star merger, observed across multiple wavelengths.
Robinson and colleagues
1 video
Meta-regression from last year showing that the closer a set is taken to failure, the more hypertrophy is observed.
Coleman et al.
1 video
Meta-analysis comparing drop sets to traditional training, indicating similar hypertrophy gains with 50-70% less training time from drop sets despite 30% more sets being performed.
Neutrino double beta decay
1 video
A rare type of radioactive decay that could help determine if neutrinos are their own antiparticles and possibly elucidate their mass origin. Experiments are underway to detect it.
Siggraph 2002
1 video
The conference where Reinhard's tone mapping algorithm was presented.
large-scale study on AI tutors
1 video
A study published in June that showed double the completion rate and a median grade gain of 15% for computer science students using AI for programming error messages.
John 12:24
1 video
Biblical passage emphasizing that a grain of wheat must die to bear fruit, used as a metaphor for death and resurrection.
Tabata studies
1 video
Research on high-intensity interval training protocols, often involving short bursts of intense exercise followed by brief recovery periods.
Women's Health Initiative Dietary Trial
1 video
A large U.S. trial published in 2006 that investigated the low-fat diet, finding no significant reduction in heart attacks or early mortality over eight years.
HuMoNoR
1 video
A paper submitted to ICLR 2026 that features a high-frequency humanoid dataset (Humanoid Every Day) for diverse everyday tasks.
EgoDax
1 video
A component or strategy within the Size Zero model that utilizes egocentric pre-training, showing significant performance improvement.
DOCVQA
1 video
An open-source dataset for document visual question answering used for benchmarking ADE's accuracy.
Bravo Trial
1 video
A clinical trial conducted at UCSF, published in Nature (2023), focused on using ECOG sensors to decode speech from a paralyzed patient.
12th Amendment to the United States Constitution
1 video
A historical document that the speaker tested with PrivateGPT, which it incorrectly identified.
New Yorker article (August)
1 video
Cal Newport's article from August that argued about the plateauing of AI scaling laws, counter to claims of impending superintelligence.
Alignment Faking in Large Language Models
1 video
A paper that investigates whether current large language models, when placed in a training situation with different objectives, will fake alignment to avoid goal modification.
Modeling Habitual and Addictive Smartphone Behavior
1 video
A study published in the journal 'Computers and Human Behavior' that investigates the role of social stress and other factors in smartphone usage.
Cell Report
1 video
A journal that published a study titled 'Conscious processing of narrative stimuli synchronizes heart rate between individuals', which explored how shared experiences like listening to a story can synchronize physiological responses.
Forbes data
1 video
Overfeeding research indicating that leaner individuals gain a larger proportion of lean mass when overfed, but this data was misinterpreted by the bodybuilding community in the context of post-diet refeeding.
Leg Extension Study (Rectus Femoris)
1 video
Compared leg extensions with a 40° hip angle (rectus femoris lengthened) vs. 90° hip angle (rectus femoris shortened), finding greater rectus femoris hypertrophy with the more extended hip angle.
Calf Raise Study (Lengthened Partials)
1 video
Compared full range of motion calf raises to adding lengthened partials past failure, resulting in nominally around 40% more gastroc hypertrophy with lengthened partials.
JAMA 2018 Paper
1 video
A paper published in JAMA in 2018 showing an inverse relationship between VO2 max and all-cause mortality, with elite performers having an 80% reduction.
prime number theorem
1 video
A theorem stating that the density of prime numbers around a number N is approximately 1/ln(N).
Habacook 2:2
1 video
Referenced as a scripture about writing down visions and making them plain, linked to faith and works.
James 2:3
1 video
Cited for the idea that the testing of faith produces perseverance, leading to maturity.
Ephesians 6:16
1 video
Quoted in relation to faith acting as a shield against 'fiery darts of the wicked one'.
fMRI studies
1 video
Research utilizing functional Magnetic Resonance Imaging to show that Episodic Future Thinking (EFT) involves heightened activity and connectivity in 11 distinct brain regions.
Rome paper
1 video
A paper from a couple of years ago on fact editing, specifically the 'Rank-1 Model Edit' paper, which looks at updating specific facts within a model.
Network Meta-Analysis on Modes of Exercise for Depressive Symptoms (BMJ)
1 video
A meta-analysis that compared various modes of exercise for reducing depressive symptoms, finding strength training effects largely on par with other forms like walking or jogging.
Corfu Incident of 1923
1 video
An historical event used as an example to illustrate how distance in time allows for more neutral analysis of individual influence.
CMB
1 video
Cosmic Microwave Background, mentioned as carrying fingerprints of dark matter existing since the Big Bang.
Fafard et al. paper
1 video
Chris McGlory's paper, presumably the 2019 study, on high-dose omega-3 fatty acids supplementation on muscle disuse atrophy in young women, which showed protective effects.
Humanoid Every Day
1 video
A data paper featuring a high-frequency humanoid dataset of diverse everyday tasks, collected using teleoperation setups with various robots.
Hartman (2013) paper
1 video
A review paper that shifted the paradigm regarding deep squats and knee safety, showing that forces on the knees increase with knee joint angle but remain below tissue loading capacities.
Corey paper
1 video
An older study often cited to claim that drug-free individuals cannot achieve a fat-free mass index (FFMI) above 25, which the hosts criticize for drawing overly strong inferences from an insufficient sample.
Bianchi identities
1 video
A set of equations that Hilbert found, which showed energy was conserved only in a completely empty universe, a limitation that Emmy Noether later resolved in the context of general relativity.
Study on Sleep and Diabetes
1 video
A study mentioned indicating that not getting restorative sleep by 4:00 a.m. increases the risk of diabetes.
Let's Verify Step by Step
1 video
A paper and approach that focuses on verifying individual reasoning steps rather than just the final answer, a key predecessor to 01's training.
Let's Verify
1 video
An earlier paper from 2021 that identified the problem of rewarding correct solutions obtained through flawed reasoning in models.
Tong Zuu et al. 2017
1 video
A meta-analysis titled 'Sleep duration and risk of all-cause mortality: a flexible nonlinear meta-regression of 40 prospective cohort studies', focusing on sleep duration and mortality.
Ponzer and colleagues
1 video
Researchers who studied the diverse dietary patterns of 265 distinct hunter-gatherer populations, concluding that their diets varied greatly based on geography and food availability.
Wiard et al. 2023
1 video
A prospective cohort study titled 'Sleep regularity is a stronger predictor of mortality risk than sleep duration', which assessed the link between sleep regularity and all-cause mortality.
Goo et al. 2015
1 video
A study on total and cause-specific mortality of US nurses working rotating night shifts, showing increased mortality risk with long-term night shift work.
Woo et al. 2014
1 video
A meta-analysis titled 'Sleep duration and obesity among adults', which found a significant association between short sleep duration and increased risk of future obesity.
Morton meta-analysis
1 video
A meta-analysis on optimal protein intake, mentioned when discussing the protein levels in weight loss studies.
Web of Lies
1 video
A benchmark where models can achieve 100% if trained on that specific reasoning task, highlighting potential brittleness.
MMLLU
1 video
A benchmark where 01 (preview) scored 78.2% on a vision plus reasoning task, competitive with human experts.
Ramirez Campal et al. 2003
1 video
A study titled 'Regional fat changes induced by localized muscle endurance resistance training' with a unique design involving extremely high repetitions on one leg.
abdominal aerobic endurance exercise reveals spot reduction exists
1 video
A 2023 randomized control trial investigating spot reduction through abdominal endurance exercise.
Anti-Satellite Test (2007)
1 video
A specific event in 2007 by China that shocked observers with its capability and contributed to security concerns.
Smallpox Scare (2002)
1 video
A near-event discussed where the decision was made to vaccinate first responders and the armed forces, rather than the entire population, due to potential adverse impacts.
Radiological Attack Scare (2001)
1 video
A significant security concern in October 2001 that raised questions about how much information to release to the public, even when a clear response plan wasn't in place.
No Time to Lift
1 video
A review paper published by Dr. Schoenfeld that examines the minimal effective dose of resistance training for robust gains.
Craven et al. 2022
1 video
Systematic and metaanalytical review titled 'Effects of acute sleep loss on physical performance' which found negative impacts of acute sleep loss (<=6 hours) across all exercise categories, with skill tasks most affected.
Silva et al. 2021
1 video
Systematic review titled 'Sleep extension in athletes: what we know so far' which examined the effects of sleep extension (9-10 hours) on athlete performance, finding varied but generally positive effects, particularly in technical sports.
P. B. from 2014
1 video
A study that looked at Wingate Peak power and Wingate mean power outcomes, noticing essentially no difference from sleep extension, suggesting less impact on strictly strength-based tasks.
Kunha et al. 2023
1 video
Systematic review titled 'The impact of sleep interventions on athletic performance' which identified sleep extension and napping as most beneficial for improving physical and cognitive performance.
Ser and colleagues 2020
1 video
Paper titled 'The effect of sleep restriction with or without high-intensity interval exercise on myofibrillar protein synthesis in healthy young men' which found that exercise completely rescued negative impacts of poor sleep on muscle protein synthesis.
Exercise mitigates sleep loss induced changes...
1 video
A study title mentioned, highlighting that exercise positively impacts glucose tolerance, mitochondrial function, sarcoplasmic protein synthesis, and diurnal rhythms, which are negatively affected by sleep loss.
World Economic Forum's 2023 Future of Jobs Report
1 video
Cited as evidence that 44% of core skills will transform, emphasizing the growing importance of soft skills.
CDF experiment
1 video
An experiment at Fermilab that searched for new particles in proton-antiproton collisions using the Tevatron, which ran for a long time and collected billions of events.
Vibration Training Meta-analysis
1 video
A systematic review and meta-analysis on vibration training which found a clinically insignificant effect on fat mass change, based on a small number of studies (around six).
Jackson et al. Study (2021)
1 video
An 8-week study on a commercial topical lotion applied to one leg vs. placebo, finding no significant difference in subcutaneous fat thickness or leg fat percentage in resistance-trained male athletes.
Moore et al. (1965) 'Changes in waistline...'
1 video
An early study (1965) on 40 untrained women performing 6-second isometric abdominal contractions daily for 4 weeks. Reported small but significant reductions in waistline and abdominal skinfolds, and was highly referenced by later studies.
Õunpuu et al. (1968) 'Spot reduction of subcutaneous adipose tissue'
1 video
A study (1968) building on Moore's work, using a unilateral dumbbell curl/tricep extension protocol on high school students, finding a significant skinfold decrease in the exercised arm but an increase in the non-exercised arm.
D'Palumbo et al. (2017) 'Effect of combined resistant and endurance exercise...'
1 video
A 12-week study on untrained women combining upper body resistance training with lower body aerobic exercise, or vice versa, with no dietary changes. Found significant regional fat mass reduction and muscle gain in the trained body part.
Rayleigh-Jeans law
1 video
A classical physics law that predicted an infinite amount of energy would be emitted at shortest wavelengths, known as the ultraviolet catastrophe.
Real-time execution of action chunking flow pauses
1 video
A paper discussing the problem of action pauses and jittering in real-time control of robots.
Breast Cancer dataset
1 video
A dataset commonly used for classification tasks in machine learning, sourced from scikit-learn and utilized for testing the implemented decision tree model.
Hunt Alcott study on Facebook
1 video
An experiment where 1,000 individuals were given $100 to quit Facebook for a month, showing they were happier, less anxious, less depressed, and less sad than a control group.
High School Psychology
1 video
A subject within the MMLU where Smart GPT reportedly performed perfectly, demonstrating its high capability in certain domains when properly prompted.
Pre-history
1 video
Another subject area within the MMLU where Smart GPT achieved perfect scores, highlighting its effectiveness in specific knowledge domains.
Belsky paper
1 video
A study, co-authored by Morgan Levine, showing that people age at different rates, with facial appearance correlating to biological age.
Operation Warp Speed
1 video
US government initiative to accelerate COVID-19 vaccine and therapeutic development, used as an example of advanced market commitments.
Framingham data
1 video
A long-term, ongoing cardiovascular health study used for research, including analysis of omega-3 index and life expectancy.
Radaelli et al. (2015)
1 video
Six-month study with 'untrained' Brazilian naval recruits comparing 1, 3, and 5 sets per exercise, showing greater hypertrophy with higher volumes (30-45 sets for biceps/triceps). Longest study on volume, with a large observed effect.
Schoenfeld et al. (2019)
1 video
Compared 9, 27, and 45 sets of triceps and 6, 18, and 30 sets of biceps for 8 weeks, showing trends towards more growth with higher volumes across muscle groups, similar to Radaelli but with lesser magnitude.
Oberto et al. (2022)
1 video
Eight-week study on resistance-trained subjects comparing 12, 18, and 24 sets for quads, finding no significant difference in hypertrophy. It highlighted the potential influence of prior training volumes on responsiveness.
Amirthalingam et al. (2016)
1 video
12-week study comparing two German Volume Training approaches (5 vs 10 sets of 10 reps per exercise), generally finding no difference or slightly more growth with lower volumes. Used DEXA scans, and involved differences in body weight gain between groups.
Hasselgren et al. (2020)
1 video
Six-week study with trained subjects comparing 9, 18, and 27 sets for biceps, finding no significant differences though nominal changes favored higher volumes. Considered short and underpowered, making clear conclusions difficult.
Ostrowski et al. (1997)
1 video
Early 10-week study comparing 7, 14, and 28 sets for triceps, with 14 and 28 sets showing similar, superior growth compared to 7 sets. For rectus femoris, 4 sets were better than 1 or 2. This study provided an 'anchoring effect' in early volume research.
Benito et al. (2020)
1 video
A meta-analysis of 111 studies on whole-body muscle growth, criticized for its methods, broad scope (not specific to volume), and the unreliable nature of its meta-regression to draw causal inferences about volume and hypertrophy.
Buckner, Moreno, & Baxter (2023)
1 video
A narrative review titled 'The dose-response relationship between resistance training volume and muscle hypertrophy: There are still doubts,' which aims to express skepticism about the strength of evidence for high volume training. Critiqued for its methodology and selective interpretation.
Plotkin, Plotkin, and Plotkin (2017)
1 video
A meta-analysis on rest intervals in resistance training, cited for its findings on how rest time influences muscle growth. Note: The name was misspoken, it's 'Grgic and Schoenfeld (2017)', not Plotkin et al.
Long et al. (2022)
1 video
Compared different rest periods (1 vs 3 minutes) and found that shorter rest periods with additional sets could achieve similar hypertrophy to longer rest periods with fewer sets, given equated volume load.
Margaritelli et al. (2020)
1 video
A 10-week study showing that after 8 cumulative sessions, even brutal eccentric training ceased to cause detectable muscle damage, supporting the speed of the repeated bout effect and habituation.
Playboy Interview of Steve Jobs
1 video
An early interview where Steve Jobs discussed his role models and heroes, specifically Edwin Land.
marshmallow test
1 video
A famous psychological experiment testing delayed gratification in children, illustrating the concept of 'no-go' behavior and self-control.
Colorado Experiment
1 video
A famous case study by Arthur Jones where Casey Viator purportedly gained 60 lbs of muscle in 4-12 weeks using low-volume, high-intensity training on Nautilus equipment after a layoff.
Battle of Austerlitz
1 video
Considered Napoleon's greatest battle and defining achievement, where his strategic genius and battlefield awareness were showcased. It involved a complex trap involving Marshall Davout's rapid march.
Alzheimer's disease risk and sauna use
1 video
A study showing that men using the sauna 4-7 times a week had a 60% reduction in Alzheimer's disease risk.
NEAP (National Assessment of Educational Progress)
1 video
Data source for state-mandated test scores used to analyze performance trends in West Virginia counties.
Acasta-Mezario et al. 2020 Review
1 video
A systematic review and meta-analysis titled 'Beyond General Resistance Training: Hypertrophy versus Muscular Endurance Training as Therapeutic Interventions in Adults with Type 2 Diabetes Mellitus', which found that resistance training in diabetics still leads to muscle growth.
Bonito et al. 2020 Meta-analysis
1 video
A systematic review with meta-analysis on resistance training effects on whole-body muscle growth in adult males, used for comparison with diabetic populations.
MASTERS Trial
1 video
A randomized controlled trial that studied the effects of Metformin on training adaptations, finding a negative impact on muscle growth despite initial optimism.
Bagotsky and colleagues' study (cited in 'Size vs. Strength')
1 video
Research referenced in the 'Size vs. Strength' article that modeled internal muscle moment arms, particularly in the biceps, explaining how increased muscle size can improve leverage.
Ponser and colleagues' Constrained Energy Expenditure Model
1 video
A model suggesting a non-linear relationship between physical activity energy expenditure and total daily energy expenditure, where being very active limits the additional calories burned per increment of activity.
USMLE Step 3 medical licensing exam
1 video
A medical exam from which 50 questions were fed to top LLMs to test their performance, particularly their ability to explain reasoning.
MBPP
1 video
A benchmark used in the industry to evaluate LLMs for coding tasks, focusing on functional correctness.
Supernova 1054
1 video
An astronomical event recorded by Chinese scientists in 1054, serving as an example of a star explosion. (Note: The transcript refers to it as an animation, not a study.)
Supernova 1987A
1 video
A supernova event in the Large Magellanic Cloud from which neutrinos were detected by smaller neutrino detectors.
Framingham Studies
1 video
Cohorts mentioned in research collaborations, used to study the correlation of omega-3 index with all-cause mortality, cardiovascular mortality, cancer mortality, and inflammatory biomarkers.
The SELECT Trial
1 video
A 2013 trial that examined prostate cancer incidence in men given alpha-tocopherol or selenium; a controversial sub-analysis claimed a correlation between omega-3 levels and increased prostate cancer risk, but the study design was confounded and results were not confirmed.
Cochrane Report (Omega-3 in Pregnancy)
1 video
A meta-analysis of 70 trials that concluded omega-3 supplementation significantly reduces the risk of premature birth, especially early premature birth (before 34 weeks).
Ethiopian Airlines flight 302
1 video
A fatal crash of a Boeing 737 Max triggered by the MCAS system.
United Airlines flight 811
1 video
An incident in 1989 where a cargo door opened mid-flight, causing decompression and ejecting passengers.
Aloha Airlines flight 243
1 video
A 1988 incident where part of a fuselage ripped open mid-flight due to wear and tear.
Janssen et al. 2016
1 video
A pivotal study in 2016 reporting on a whole-body hyperthermia protocol as a treatment for clinical depression, using a 'Heckle' machine and a strong sham control condition.
Hanusch paper 2013
1 video
A single-arm study that also investigated sauna sessions for depressed participants, showing neat striking findings, referenced as an early study on heat therapy for depression.
Wil et al. 2021
1 video
A review that concluded a combination of slower eccentric and faster concentric repetitions seems best for hypertrophy, but with acknowledged limitations regarding study heterogeneity.
Killer et al. 2001
1 video
Cited in Wil et al. (2021) to support faster concentrics, but did not directly measure hypertrophy and had limitations in body composition assessment.
Noguera et al. 2009
1 video
Demonstrated that a faster concentric resulted in greater biceps and rectus femoris hypertrophy in a cohort of older men.
Pera et al. 2016
1 video
Showed no statistically significant differences in hypertrophy between 4-second eccentric vs. 1-second eccentric groups, but effect sizes favored the extended eccentric phase.
Frankie et al. 2017
1 video
A review that found no major hypertrophic differences when concentric and eccentric-only conditions were matched for overall workload.
Bickel et al. 2011 (Exercise Dosing to Retain Resistance Training Adaptations In Young and Older Adults)
1 video
A paper demonstrating that trained individuals can significantly reduce training volume (e.g., to 1/3 or 1/9 of initial volume) and still maintain or even make progress in strength and muscle mass.
London Underground bombings
1 video
Terrorist attacks planned by al-Qaeda targeting the London Underground shortly after the 7/7 attacks.
Tuskegee Experiment
1 video
A notorious study where African-American men with syphilis were left untreated to observe the disease's progression, serving as a cautionary tale for Herman B. White Jr.
Pfizer safety study (rodents)
1 video
A study where rats were given a COVID-19 mRNA vaccine dose 10 times higher than humans, resulting in lipid nanoparticles with mRNA being found in other organs to a small degree, but not at human-equivalent doses in mice.
Eccentric Exercise Per Se Does Not Affect Muscle Damage Biomarkers: Early and Late Phase Adaptations
1 video
Study examining the protective effects and adaptation to muscle damage from eccentric training over time.
HumanDex
1 video
A project involving a portable IMU motion tracker-based whole body teleoperation system, designed for dexterous manipulation tasks.
Swedbench
1 video
A benchmark score published by Anthropic, which shows the improvement in agent performance when using sampling techniques (from 70% to 80%).
Cochrane review (2018)
1 video
A 2018 review mentioned in the discussion on Omega-6 fats, which concluded that high intake of omega-6s has pretty neutral or small positive effects on health and mortality outcomes.
Million Tutor Moves Project
1 video
A project organizing to collect data on what effective tutors do, aiming to improve AI tutoring systems.
McPherson et al. 2013
1 video
A meta-analysis published in the American Journal of Clinical Nutrition that found no effect of multivitamin supplementation on all-cause mortality, cardiovascular mortality, or cancer mortality.
JAMA Meta-analysis (2022)
1 video
A 2022 meta-analysis published in JAMA that found a lower incidence of cancer in multivitamin users, though based on limited RCTs and with a small effect size.
Clinical Trials
1 video
Mentioned in relation to testing interventions like Metformin for longevity and understanding the benefits of exercise.
Real-time execution of action chunking
1 video
A paper presenting a method to solve pauses and jittering in action sequences during real-time VLA system deployment.
CASP assessment
1 video
A biennial, blind assessment of protein structure prediction methods, which AlphaFold has performed exceptionally well in, validating its accuracy.
Pilot Training Next
1 video
A project by the Air Force that transitions pilot trainees out of expensive cockpits into simulators, a process that generative AI could enhance.
UK Recovery Trial
1 video
A study that demonstrated the efficacy of dexamethasone in improving outcomes for severe COVID-19 patients requiring oxygen or ventilation.
Mendelian Randomization Studies (Vitamin D)
1 video
Studies leveraging genetic variations associated with lower Vitamin D levels to establish a causal link between Vitamin D deficiency and increased mortality from respiratory tract infections and all-cause mortality.
Marta Castillo Study (Spain)
1 video
A Spanish randomized control trial in October 2020 which showed dramatic reductions in ICU admissions among COVID-19 patients supplemented with calcifediol, though with some randomization issues.
Shade Study (India)
1 video
A randomized control trial from India where hospital patients supplemented with 60,000 IUs of Vitamin D daily for 7 days showed improved COVID-19 outcomes, including a higher rate of negative test results by day 21 and lower fibrinogen levels.
GSM 8K
1 video
A benchmark for AI mathematical reasoning designed for high schoolers, found to have errors in its original design.
Med QA
1 video
A benchmark that assesses an AI's ability to diagnose diseases, where Med Gemini achieved state-of-the-art performance.
Growth hormone receptor knockout mice
1 video
These mice are known to live longer and age more slowly according to epigenetic clocks, serving as a validation of the clocks' ability to measure biological age.
Chinchilla
1 video
A research paper that presented a more correct version of scaling laws for language models, influencing people's approach to optimizing models for inference budgets and context windows.
modeling habitual and addictive smartphone behavior the role of smartphone usage types emotional intelligence social stress self-regulation age and gender
1 video
The title of a study published in 'Computers and Human Behavior' that investigates factors contributing to smartphone addiction.
Jang et al.
1 video
A recent paper on Mixture of Experts from Mistral AI that Gemini 1.5 Pro builds upon, focusing on long-range performance.
van der Merwe study (2009)
1 video
Cited study that observed creatine supplementation increasing DHT levels in rugby players, which fueled the hair loss myth.
Holtman and colleagues (1996)
1 video
Classic study on creatine dosing which provided foundational data for current recommendations, showing 2-3g/day sufficient for maintenance/saturation.
Abe and colleagues (2018)
1 video
Study titled 'Skeletal muscle mass and human athletes: What is the upper limit?' which characterized muscularity in elite athletes.
Your Brain on ChatGPT: Accumulation of Cognitive Debt When Using an AI Assistant for an Essay Writing Task
1 video
A research paper from MIT Media Lab, finding that heavy ChatGPT users show reduced brain activity, poor recall, and produced 'soulless' writing, leading to cognitive debt.
egoax dataset
1 video
A dataset used to fine-tune the fast tokenizer for action representation.
Mu2e experiment
1 video
An experiment at Fermilab searching for charged lepton flavor violation by looking for the direct conversion of a muon into an electron.
Manura experiment
1 video
An experiment studied by Chris Marshall, likely related to neutrinos.
Microlensing surveys
1 video
Astronomical surveys that use gravitational microlensing to detect objects like planets or MACHOs, previously considered candidates for dark matter.
Burnett (1956)
1 video
Author of a 1956 paper in the British Journal of Obstetrics and Gynaecology, 'Value of prenatal exercise,' that made an unsupported claim about exercise and pregnancy outcomes from the Bible.
Previt and colleagues
1 video
Authors of the observational study 'Impact of heavy resistance training on pregnancy and postpartum health outcomes,' published in 2023, which assessed the risk of continued heavy weight training during pregnancy.
Wakander and colleagues
1 video
Authors of a 2021 cross-sectional survey on 'Urinary incontinence and competitive women powerlifters,' finding incontinence rates associated with age and number of children, not lifting itself.
AI researcher survey
1 video
A survey of 2,778 AI researchers predicting timelines for AI advancements, safety, and economic impact.
GW151226
1 video
The designation for the second observed gravitational wave event, announced on June 15, 2016, involving a binary black hole coalescence.
Gardner et al. 2018 JAMA
1 video
A 12-month weight loss study that concluded there was no significant difference in weight change between healthy low-fat and healthy low-carbohydrate diets.
Google Cat
1 video
An early, infamous project at Google that used 16,000 CPUs to train a model to recognize cats from YouTube, showcasing the significant computational resources previously required.
Time-restricted feeding without reducing caloric intake prevents metabolic diseases in mice fed a high-fat diet
1 video
A foundational study in mice that demonstrated the health benefits of restricting feeding to a specific window, even without reducing caloric intake.
GSM 8K data set
1 video
A dataset of 8,000 grade school math problems used in precursor papers to 'Let's Verify Step-by-Step', serving as a benchmark for evaluating AI mathematical reasoning.
MIMIC-3
1 video
A large, de-identified patient EHR dataset from 2001-2012, used for evaluating the Federated RAG model.
Epidemiological characteristics of 2143 pediatric patients with 2019 coronavirus disease in China
1 video
A study published in March that reported on the epidemiological characteristics and transmission patterns of pediatric COVID-19 patients in China.
COVID-19 and children initial characterization of the pediatric disease
1 video
A press release from March 2020 summarizing initial findings on pediatric COVID-19.
Clinical characteristics and inter uterine vertical transmission potential of cobra 19 infection in nine pregnant women
1 video
A study that found no evidence of SARS-CoV-2 transmission from mother to child in nine births.
Hydroxychloroquine and azithromycin as a treatment of Koba 19
1 video
An open-label, non-randomized clinical trial discussed for its findings on hydroxychloroquine and azithromycin for COVID-19.
Kirchen et al.
1 video
A research paper by Kirchen and colleagues discussing how training quality is impaired by insufficient sleep.
Craven et al.
1 video
A research paper by Craven and colleagues discussing how training quality is impaired by insufficient sleep.
Hasuna et al.
1 video
A paper reviewed in the MASS Research Review that examined the beneficial effects of napping (especially 35+ minutes) on physical performance and attention.
Ramdani et al.
1 video
A recent study on caffeinated napping, where caffeine is consumed right before a nap to leverage its delayed peak effect.
Mars Insight Mission
1 video
A past NASA mission that used a heat probe designed to burrow into Mars' core, which encountered difficulties with the Martian soil, highlighting the potential of vine robots for similar tasks.
Mayo and colleagues
1 video
Mentioned as having conducted studies similar to Pedrosa and colleagues, investigating range of motion effects on muscle growth.
Milgram experiments
1 video
Experiments conducted at Yale where subjects were led to believe they were causing intense pain to others, demonstrating humans' potential for sadistic behavior under authority.
Islam and colleagues (2022)
1 video
A review paper highlighting the concept and science behind 'exercise snacks' for disrupting sedentary time and improving health.
Ainsworth and colleagues (2011)
1 video
Compendium of physical activities that provides MET levels for various activities.
Broski and colleagues
1 video
A sub-analysis from a larger study that investigated how different doses of cardio impact weight loss, reviewed by Dr. Eric Helms.
Echococcus and colleagues
1 video
A six-part article series that rigorously debunks overblown claims about high-intensity exercise, with parts two and four already published.
Marmalade Trust Study
1 video
Research suggesting that loneliness can double the likelihood of developing Alzheimer's disease.
synthetic HDL infusion study
1 video
A study where synthetic HDL was intravenously infused into heart attack patients, resulting in plaque removal and improved lipid profiles.
4-day work week studies
1 video
Studies on the 4-day work week are referenced to support the idea that reduced work hours do not necessarily lead to decreased productivity.
Whitehall Studies
1 video
Research in the UK showing that individuals with more control and autonomy in their jobs experience better health and less stress.
Dreyfus Affair
1 video
A notorious political scandal in France in 1894 involving Alfred Dreyfus, a Jewish army captain falsely accused of treason. The handling of the affair exposed anti-Semitism and highlighted the tension between French republican ideals of individual rights and nationalist sentiments.
Greek War of Independence
1 video
A successful rebellion by Greeks against Ottoman rule, marking an early example of nationalist movements within multi-ethnic empires and contributing to the Ottoman Empire's decline. It challenged the traditional monarchical order and paved the way for other nationalist aspirations.
Italian War of Independence
1 video
The series of conflicts and political maneuverings through which Italy achieved unification. It involved rebellion against external powers controlling parts of the Italian peninsula, such as the Austro-Hungarian Empire, highlighting the drive for nation-states.
Keys et al. (2022) study
1 video
A 2022 study that sought to improve on the methodology of the Banister paper, using a Danish patient cohort and twin comparisons, which found that type 2 diabetics on Metformin still had higher mortality risk.
The Nag Hammadi Library discovered
1 video
The discovery of texts near Nag Hammadi in 1945 significantly renewed scholarly and popular interest in Hermeticism and Gnosticism.
Project Plowshare
1 video
Mentioned as a consideration for using nuclear weapons to dig a sea-level canal across the Isthmus of Panama.
Ishmael and colleagues (2017)
1 video
A study indicating that people who 'eat clean' may have micronutrient gaps due to limited food variety.
Lauren Conlon and colleagues (2021)
1 video
A study showing similar or slightly better body composition outcomes with flexible dieting compared to rigid 'clean eating.'
Minerva paper
1 video
A paper from Google that explored using chain-of-thought prompting for MMLU, similar to the approach used by the speakers, and they noted Google uses self-consistency.
TPCH benchmark
1 video
A benchmark workload referenced in the context of image filtering optimization.
Minnesota starvation experiment
1 video
A historical experiment involving aggressive semi-starvation followed by refeeding protocols, providing striking evidence against the physiological advantages of slow reintroduction of calories (reverse dieting) for long-term leanness.
endocrine responses of the stress system to different types of exercise
1 video
A scientific paper that examines how various types of exercise impact cortisol, catecholamines, inflammatory cytokines, and growth hormone.
DIT
1 video
A research paper cited as an influence on new models using Transformers, potentially including Sora, though Playground uses a completely custom architecture.
Mars Sample Return Mission
1 video
A proposed NASA mission to return samples from Mars, which Isaacman suggests could be done better by human astronauts.
Venus Probes
1 video
Robotic science missions to Venus that were proposed to be terminated in the budget proposal.
Voices of Refugee Youth Project
1 video
A three-year research project funded by Dubai Cares with Jigsaw, Refugee Education UK, and UNHCR as core partners, aimed at building evidence for post-primary education for refugee youth, employing a refugee youth-centered methodological approach.
Dietary Reference Intakes
1 video
A report Dr. Brooks was on the committee for, which shifted the focus of dietary recommendations from proportions of nutrients to energy expenditure.
Refugee-Led Organizations in Eastern Africa
1 video
A research project conducted by RLRH that examined community perceptions on the impact of refugee-led organizations in Uganda, Kenya, Tanzania, and Ethiopia, led by refugees and displaced persons.
Wave
1 video
A 2013 Google paper on NLP that represented a basic level of text understanding compared to current LLMs and Playground's image model.
Molecular Transducers of Physical Activity (MoTrPAC)
1 video
A large-scale program to characterize the molecular responses to physical activity across various tissues and individuals.
Russo-Japanese War
1 video
A conflict in which Russia was heavily defeated by Japan, contributing to revolutionary sentiment within Russia.
MMLU (Massive Multitask Language Understanding)
1 video
A benchmark used by the speaker to test the performance of GPT-4 and Smart GPT across various tasks. High scores on MMLU are considered indicative of advanced AI capabilities.
college math test
1 video
A section of the MMLU benchmark that the speaker tested Smart GPT on, observing improvements in accuracy compared to zero-shot and basic Chain of Thought prompting.
TCGA
1 video
Likely a typo or mishearing, but context suggests a biological or medical dataset or research area related to cell imaging.
Marshmallow Experiment
1 video
A famous psychological experiment conducted at Stanford to measure delayed gratification in children, later revealing the importance of trust in the revised version.
Chinchilla scaling laws
1 video
Scaling laws research that assumed IID data, which Ari Morcos critiques for overlooking data quality's impact.
Meeter’s long autonomy test
1 video
An evaluation methodology that uses time as a metric for complexity and capability, which OpenAI acknowledges and collaborates on, focusing on quantifying complexity.
PISA test
1 video
A test that benchmarks teenagers worldwide in their knowledge of math, reading, and science, showing a decline in performance around 2012.
Monitoring the Future survey
1 video
A survey used to track self-reported difficulties in thinking, concentrating, and learning, showing an increase correlating with smartphone ubiquity.
Vitamin D receptor knockout mice
1 video
Mice lacking the Vitamin D receptor exhibit a progeria-like phenotype with accelerated aging signs, suggesting a role for Vitamin D in regulating the aging process.
Michelson-Morley experiment
1 video
An experiment that cast doubt on the existence of the luminiferous ether, a concept central to Kelvin's vortex theory.
The Marshmallow Test
1 video
A classic psychological experiment on delayed gratification, mentioned in the context of why some people struggle to delay gratification and make long-term decisions.
Financial Crisis
1 video
Mentioned as another example where fragilities were knowable, but successful action was not taken, highlighting systemic risk assessment failures.
Basler and colleagues (2014)
1 video
A study that compared full range of motion squats with a combination of full and partial squats, finding nominal but not statistically significant differences favoring the combined approach for strength gains.
Gillingham and debaliso
1 video
A study co-authored by Brad Gillingham, investigating full range of motion deadlifts versus a combination of full and partial deadlifts (rack pulls), showing nominal increases in deadlift strength for the combined group.
Pedrosa and colleagues (2021)
1 video
A study comparing full range of motion knee extensions to a combination of two different partial ranges of motion, finding larger strength gains for the partial ROM approach.
Whaley and colleagues (2020)
1 video
A paper that investigated progressive range of motion training (pin squats) versus full range of motion squats, showing nominal advantages for the progressive ROM group in squat strength and jump height.
Fonseca and colleagues (2014)
1 video
A study suggesting that variety in exercise selection can lead to greater squat strength gains compared to exclusively doing squats.
Morton and colleagues (2018)
1 video
A meta-analysis and meta-regression project that established the widely cited optimal protein intake range of 1.6 to 2.2 grams per kilogram per day for muscle growth.
MIT 2.008
1 video
An undergraduate manufacturing course at MIT where the AR disassembly project originated.
Mirage Study
1 video
A clinical trial conducted at UCLA that demonstrated almost zero rectal side effects from MRI-guided prostate radiation.
InstructGPT (2022 paper)
1 video
OpenAI paper introducing supervised fine-tuning approaches (human labelers, labeling instructions) for making assistants.
CDC chart review
1 video
Review of charts indicating that 35.2% of deaths under 18 from COVID-19 could not be plausibly categorized as having COVID-19.
Small and colleagues (2008) review paper
1 video
A review paper on static stretching's effect on injury risk, finding it generally failed to reduce injury risk, with a potential minor exception for muscular tenderness injuries.
CDC database (2019)
1 video
Data used for internal analysis on accidental deaths, showing falls as a predominant cause for those over 65.
Training time action conditioning for efficient real-time chunking
1 video
A paper proposing a solution for real-time chunking by using training-time impending.
Wakahara et al. studies
1 video
A line of research (potentially confused with Ogasawara) looking at activation via transverse relaxation MRI and its relationship to regional hypertrophy during different exercises.
Ogasawara et al. studies
1 video
A line of research (potentially confused with Wakahara) looking at activation via transverse relaxation MRI and its relationship to regional hypertrophy during different exercises.
Damas et al. study (2019)
1 video
A study that compared a constant resistance training program to one with constant changes, considered by some as not a perfect test of the 'novelty' hypothesis.
Robert Turner's United Kingdom Prospective Diabetes Study (UKPDS)
1 video
An early study (1990) that showed the ineffectiveness of a sequential, single-agent approach to diabetes treatment, a finding reiterated in later studies.
Carneiro et al.
1 video
A 2023 study examining different load and intensity schemes for lean body mass gain in post-menopausal women, used to illustrate inter-individual responses to training.
Kaplan scaling laws
1 video
Scaling laws research that assumed IID data, which Ari Morcos argues is problematic and highlights the need for better data handling.
Rumelhart, Hinton, and Williams
1 video
Authors of a paper that popularized backpropagation, making it widely known in the field.
USPS dataset
1 video
An early dataset of handwritten digits used by LeCun at Bell Labs to test the performance of convolutional neural networks.
CANTOS trial
1 video
A trial that tested a monoclonal antibody against interlukin-1 beta to assess its effect on cardiovascular events in patients with existing cardiovascular disease and elevated CRP.
UCLA Loneliness Index
1 video
A 20-question survey used as a benchmark for measuring loneliness, highlighting methodological issues in smaller, less credible surveys.
Pandey et al.
1 video
A study titled 'Relationship between physical activity, body mass index and risk of heart failure' used to examine the relationship between leisure time physical activity and BMI.
Richardson et al.
1 video
The authors of a meta-analysis titled 'A meta-analysis of pedometer-based walking interventions and weight loss'.
Inspiration4
1 video
The first all-civilian spaceflight mission commanded by Isaacman, using SpaceX's Crew Dragon.
Polaris Dawn
1 video
A follow-up mission to Inspiration4, commanded by Isaacman, which included a spacewalk.
Anatomy of Work Index
1 video
An annual report by Asana surveying 10,000 knowledge workers to identify productivity challenges and time waste at work, highlighting issues like time spent on coordination and repetitive tasks.
Bjornsson and colleagues
1 video
Study participants underwent intense quad training for five days, with two-a-day sessions on the last two days, demonstrating supercompensation effects where muscle size and strength increased days after the last session.
Campbell and colleagues
1 video
A systematic review on the effects of immobilization on neuromuscular function, detailing precipitous losses in strength and muscle mass.
4.2 kiloyear event
1 video
A massive climate change event around the world that led to the end of the Egyptian Old Kingdom and the collapse of the Akkadian Empire, impacting trade networks.
Tube Test
1 video
An experiment involving rats or mice in a tube to study winning behavior and its relation to brain activity, used to illustrate repetition loops.
Myostatin knockout mice
1 video
Animals, specifically mice, that have had their myostatin gene suppressed or removed, resulting in a double-muscled phenotype. These were a key visual during medical school that sparked interest in myostatin inhibition.
Myostatin knockout cattle
1 video
Cattle exhibiting a 'double-muscled' phenotype due to the absence of myostatin, looking extraordinarily muscular and out of proportion.
Rip Pajama
1 video
A dataset created by Together AI for language models to help create open language models.
Battle of Philippi
1 video
A pivotal battle in 42 BCE where Mark Antony and Octavian defeated the forces of Marcus Brutus and Cassius, consolidating their power and leading to the deaths of the former conspirators.
Battle of Actium
1 video
The decisive naval battle in 31 BCE where Octavian's forces, led by Marcus Agrippa, defeated the combined forces of Mark Antony and Cleopatra, effectively ending the civil wars and paving the way for Octavian's sole rule.
CCGA (Circulating Cell-Free Genome Atlas)
1 video
Large-scale study conducted by Grail, recruiting 15,000 individuals with and without cancer to evaluate different detection methods.
Garthe et al. 2011
1 video
A classic paper demonstrating how rapid weight loss in high-level athletes can impair body composition and performance.
DataComp
1 video
An open effort by Levik Schmidt and students to curate Common Crawl data, serving as a benchmark for data quality.
DCLM
1 video
A data curation project that showed human experts could not predict the filtering criteria of their automated system, highlighting the limitations of human judgment in data curation.
Nematron
1 video
An open data set that is considered similar in quality to DCLM, with more unique tokens but comparable overall data quality.
Beyond Neural Scaling Laws
1 video
A foundational paper for Datlogy that demonstrated how data quality can bend scaling laws, showing a duality between power-law scaling and marginal information gain decay.
KI paper
1 video
A paper that highlighted the importance of rephrasing for synthetic data, aligning with Dtology's earlier work.
Social War
1 video
A conflict between Rome and its Italian allies, who rebelled after being denied citizenship and full voting rights despite their contributions in Roman wars. Rome eventually granted citizenship under pressure.
Servile Wars
1 video
A series of slave revolts that plagued the Roman Republic, indicating internal instability and social unrest that weakened the state.
Gallic Wars
1 video
A series of military campaigns waged by Julius Caesar, leading to the Roman conquest of Gaul. These campaigns were crucial for Caesar's rise to power, wealth, and military reputation.
Battle of Thapsus
1 video
A battle during Caesar's Civil War where Caesar's forces defeated the combined armies of Cato and Scipio in North Africa, further solidifying Caesar's control.
Battle of Munda
1 video
The final major battle of Caesar's Civil War, fought in Spain, where Caesar's legions decisively defeated the remaining Pompeian resistance.
Barber et al.
1 video
Cited for a review associating fiber with lower all-cause mortality.
Oxfeld et al.
1 video
A study reviewed in the article concerning molecular markers of skeletal muscle hypertrophy in oral contraceptive users.
Pavlovian experiments
1 video
Experiments involving conditioned responses, used as an analogy for how gut hormones can stimulate desires for certain foods at specific times.
Sinji et al. 2005
1 video
An earlier study from 2005 that investigated the effect of spirulina on allergic rhinitis, comparing it against a placebo.
Newlyon et al. 2020
1 video
A more recent study from 2020 that examined spirulina's impact on allergic rhinitis, comparing it against cetirizine.
IOI
1 video
International Olympiad in Informatics, mentioned alongside IMO as a competitive programming domain where AI models show capability.
Battle of Granicus
1 video
The first major battle in Alexander's conquest of Persia, where he displayed recklessness and was saved by Cleitus the Black.
Battle of Issus
1 video
A major battle in Alexander's conquest of Persia where Darius III fled, and Alexander secured a key victory.
Battle of Gaugamela
1 video
The decisive battle in Alexander's conquest of Persia where Darius III fled again, leading to the Persian Empire's fall. Alexander's strategy is debated.
Murphy et al. 2021
1 video
Meta-analysis titled 'Energy deficiency impairs resistance training gains in lean mass but not strength' which found energy deficits impaired lean mass gains but not strength gains, with a predicted threshold of 500 calories/day for blunting lean mass gains.
Mauser, Hunt, and Crosshog
1 video
Researchers of a study on bench press biomechanics, exploring how sex and training experience affect joint moments and muscle activation.
Krol and Golus
1 video
Prior study on EMG in bench press with increasing loads, found sex-based differences in pec and triceps EMG increases towards maximal loads.
McNaughton et al. 2016
1 video
A study often cited against protein scaling, examining muscle protein synthesis response to whey protein in individuals with low vs. high lean body mass. Eric critiques its limitations, such as focusing on acute MPS and having a small sample size.
Morton et al. (meta-regression)
1 video
A classic meta-regression study that scaled protein recommendations to total body mass, suggesting a range of 1.6 to 2.2 g/kg for hypertrophy.
Bandigan et al.
1 video
A mechanistic study providing similar protein recommendations (1.7 to 2.2 g/kg) to Morton's meta-regression but focused on a shorter timescale.
Dickerson et al. 2017
1 video
A study discussing protein recommendations for persons with obesity in a caloric deficit, scaling protein to 'ideal body weight' rather than total body weight.
Malawani et al. 2018
1 video
A study reviewed in MAS that found protein needs might be lower in women when scaled to total body mass, but identical to men when scaled to fat-free mass.
Song et al.
1 video
A study that found high nitrate intake was associated with a lower risk of gastric cancer, contradicting the idea that all nitrate sources increase cancer risk.
October 7 Terror Attacks
1 video
The Hamas attacks on southern Israel, after which anti-American, anti-democratic, and anti-Israeli content reportedly trended significantly higher on TikTok.
Gorilla benchmark
1 video
A past benchmark for LLM tool calling capabilities, contrasted with Composio's focus on tool-for-LLM interaction.
Battle of Marathon
1 video
A pivotal battle where Athenians defeated a Persian invasion force in 490 BC.
Battle of Thermopylae
1 video
A famous battle where a small Greek force, led by 300 Spartans, made a last stand against the Persians.
Battle of Salamis
1 video
A crucial naval battle where the Greek fleet decisively defeated the Persian navy, turning the tide of the Persian Wars.
Battle of Plataea
1 video
The final land battle of the Persian invasion of Greece, where Greek forces defeated the Persians.
Global Skills Partnerships
1 video
A migration model promoting bilateral labor migration by funding training programs in migrant-sending countries based on mapped skill needs in receiving countries.
Jordan and colleagues
1 video
Conducted a 2004 study on ATP supplementation at 150mg and 225mg doses, finding no significant benefits compared to placebo and no increase in blood ATP levels.
Herda and colleagues
1 video
Published a study in 2008 on a purported ATP boosting supplement, which also did not yield significant differences between groups.
Lowry and colleagues
1 video
Conducted a series of studies with Jacob Wilson's lab at the University of Tampa, investigating combinations of ATP and HMB supplementation, which generated significant interest and questions due to implausible results comparable to steroids.
Defritus and colleagues
1 video
Published a 2019 study where subjects taking 400mg of oral ATP completed significantly greater volume load in half squats compared to placebo, suggesting a potential training aid.
Dos Santos Nunez De Mora and colleagues
1 video
Their 2021 study found that 400mg of ATP significantly increased reps in the first set of half squats but not overall volume, questioning its utility when only affecting the initial set.
SMILES trial
1 video
The first randomized controlled trial using dietary intervention (Mediterranean-style) to treat major depression.
Brennan and colleagues
1 video
Authors of a study comparing whey protein with plant-based protein blends (pea, pumpkin, sunflower, coconut) to assess blood amino acid responses.
Willborn and colleagues
1 video
Researchers who conducted a study comparing whey and casein supplementation for body composition changes in female collegiate athletes, finding no substantial differences.
Fabre and colleagues
1 video
Researchers who investigated optimal ratios between fast (whey) and slow (milk protein/casein) proteins, finding no significant long-term differences in outcomes.
Wetard and colleagues
1 video
Authors of a review paper titled 'Making Sense of Muscle Protein Synthesis: A Focus on Muscle Growth During Resistance Training,' which concludes that acute MPS is not highly predictive of hypertrophy.
Healthbench
1 video
An open-source dataset released by OpenAI's Karan and other researchers, containing realistic healthcare tasks designed to evaluate AI models beyond traditional medical exams.
Van Dusseldorp et al.
1 video
A study reviewed by Eric Trexler that suggested 6 grams of fish oil per day might improve recovery outcomes.
Visconti et al.
1 video
A 2021 study that replicated aspects of the Van Dusseldorp study but found no significant recovery improvements with 6 or 8 grams of fish oil daily.
Anthony et al.
1 video
A systematic review by Anthony and colleagues that highlighted inconsistencies and shortcomings in fish oil research regarding eccentric exercise.
Du et al.
1 video
A meta-analysis on the effects of fish oil on weight loss, which found no significant effect.
Lopez-Sayans et al.
1 video
Authors of two systematic reviews discussing the effects of fish oil on hypertrophy and strength outcomes.
Locke, Baum, et al.
1 video
Authors of a systematic review of meta-analyses in sports psychology, finding generally positive effects for performance-enhancing psychological variables.
Scarpelli et al.
1 video
A 2020 study investigating how previous resistance training volume affects muscle hypertrophy response in trained individuals.
Continuous Performance Task (CPT)
1 video
A task used in research where people with high hypnotizability performed better due to cognitive flexibility.
Kerner Commission Report
1 video
A 1968 report that highlighted black people's complaints about police under-protection, influencing civil rights discourse.
Slumber Study
1 video
A study conducted at King's College London demonstrating how improving sleep hygiene can lead to healthier dietary choices, such as reduced sugar intake.
York v. Axis Copyright
1 video
A Supreme Court case in Canada regarding copyright for course readings, analyzed for its impact on educational content.
Stanford Medicine (2024 pilot study)
1 video
A 2024 pilot study investigated the effects of a ketogenic diet on participants with schizophrenia and bipolar disorder, showing improvements in energy, sleep, mood, and quality of life.
Manarino et al. (2021) Dumbbell Row vs. Dumbbell Supernated Curl Study
1 video
A study comparing underhand dumbbell rows to supinated dumbbell curls, finding superior bicep hypertrophy from curls, with strength gains being specific to the exercise.
new study
1 video
A recent study, primarily conducted on mice, investigated the phenomenon of 'dad bods', suggesting that it may involve the proliferation of new fat cells rather than just the expansion of existing ones, particularly in visceral fat around the organs.
Sanchez et al. (bulking study)
1 video
A recent study that did not find greater gains with a 10% surplus compared to a 3% or 4% surplus.
Goo et al. study
1 video
A study on curls mentioned in the context of upper body range of motion research, which showed mixed results concerning hypertrophy.
Pinto et al. study
1 video
A study on curls mentioned in the context of upper body range of motion research, showing mixed results.
Pedrosa et al.
1 video
A 2021 study comparing full range of motion knee extensions to a combination of partial ranges of motion, finding the combined approach produced larger strength gains in all tested ranges.
Whaley et al.
1 video
A 2020 study using progressive range of motion training (starting with quarter squats and gradually increasing ROM) which showed nominal benefits in squat one-rep max and vertical jump height compared to exclusively full range of motion training.
Fonseca et al.
1 video
A 2014 study that suggested variety in training exercises can lead to greater strength gains compared to only performing squats.
Tsar Bomba
1 video
The most powerful nuclear weapon ever detonated, tested by the Soviet Union in 1961, with a yield approximately 2,000 times that of the Trinity test.
Behavior Dataset
1 video
An open dataset and benchmark for robotic learning in simulated environments, developed by Fei-Fei Li's Stanford lab.
CVPR 2015
1 video
The venue where the first image captioning paper from Fei-Fei Li's lab, utilizing CNNs and LSTMs, was presented.
CVPR 2016
1 video
The venue where the paper on dense captioning, extending image captioning to describe multiple regions in an image, was presented.
ICCV 15
1 video
A conference where Justin Johnson demonstrated a real-time image captioning demo using a laptop connected to a server across the country.
brazilian COVID-19 jacket trial (infrared 940 nm)
1 video
Randomized jacket trial showing improved oxygenation and shorter hospital stay.
proxemics (four zones)
1 video
Four social-distance zones (public, social, personal, intimate) affecting conversational dynamics.
2028 global intelligence boom
1 video
Counterpiece article arguing for infinite abundance and adaptive responses to AI advances.
2028 global intelligence crisis
1 video
Controversial article positing AI-driven automation could trigger widespread unemployment and a multi-year downturn.
2^68
1 video
the enormous bound up to which seeds have been brute-force tested for convergence; used as evidence but not a proof.
2,882 metabolites
1 video
Number of metabolites measured in blood to assess biological change after the program.
36 Questions That Lead to Love
1 video
New York Times article (2015) describing a three-set sequence of 36 questions claimed to foster closeness and attachment between two people.
APOE4 vs APOE3 risk framework
1 video
Discussion of differential risk contribution in men vs women and how this interacts with aging and hormones.
Case-Shiller Index
1 video
Housing price index used to illustrate housing inflation in the discussion of asset inflation.
Cornell choline study
1 video
Study showing that doubling the bare minimum choline in pregnant mothers led to 10% faster infant reaction times in a first-year assay, implying brain development benefits.
Cohen's independence result
1 video
Paul Cohen's demonstration that CH is independent of ZFC via forcing models.
Ebbinghaus
1 video
Historian of memory who described the forgetting curve; referenced when discussing spacing and memory decay.
Finnish hospital study
1 video
Six-year crossover trial showing substantial risk reduction with high PUFA and low saturated fat; not confounded by trans fats or omega-3s
Louisville Green Heart Study
1 video
Natural experiment linking urban tree planting to reductions in inflammatory markers and stroke risk.
Second lactate threshold
1 video
Higher lactate level (often ~4–5 mM) where glycolytic lactate production exceeds clearance, marking later exercise intensity zones.
Stanford Labs
1 video
Found that entry-level hiring has already dropped 13% due to AI exposure.
Stanford Prison Experiment
1 video
Classic psychology experiment demonstrating deindividuation and role-based behavior
Stanford researchers (gravity AB)
1 video
2022 gravitational AB–like experiment testing whether gravitational potentials influence quantum phase with zero fields.
STARS
1 video
STARS-like design discussing plaque progression under different fat regimens; used in broader meta-analytic context
statin trials
1 video
Mentioned as part of evidence on LDL-related risk from pharmacological LDL lowering.
SVE conference
1 video
1927 gathering of the founders of quantum mechanics where Einstein, Bohr, and others discussed fundamental issues.
Sweat-suit fear study
1 video
Experiment comparing fear-related sweat (skydiving) vs treadmill sweat and amygdala activation when smelled by participants.
Syracuse problem
1 video
alternate name/description for the Collatz-type problem; referenced in the discussion of related conjectures.
Thyroid (growth after removal)
1 video
Case described where a thyroid removed surgically regrew after transformation work.
Women's Health Initiative (WHI) memory study
1 video
Large trial assessing hormone therapy and dementia risk; discussed in context of timing and formulation.
ZFC
1 video
Zermelo-Fraenkel set theory with the Axiom of Choice; standard foundation for modern mathematics.
Soria-Gila et al. (2015)
1 video
A meta-analysis published in 2015 suggesting that accommodating resistance improved strength gains more than straight weight, later found to have calculation errors.
Dos Santos et al. (2018)
1 video
A research group that identified miscalculations in the Soria-Gila meta-analysis, leading to an update concluding that accommodating resistance is effective but not superior to straight weight for raw strength.
Shi et al.
1 video
A study on collegiate basketball players that found squatting with bands led to larger increases in squat jump and counter movement jump improvement compared to straight weight.
Joy et al.
1 video
A study on collegiate basketball players finding nominal differences in vertical jump improvement between band-assisted and straight-weight squatting, leaning towards band benefits.
Anderson et al.
1 video
A study on trained women where a very high amount of band tension might have inverted the resistance curve, making the bottom of the lift too easy and reducing transfer to deeper knee flexion jump heights.
Broski et al.
1 video
A study on individuals with obesity that found higher-dose aerobic exercise led to less weight loss than mathematically expected, due to compensatory reductions in non-exercise energy expenditure.
Willis et al.
1 video
A paper that investigated how energy compensation varies with energy balance, finding that people in neutral or positive energy balance showed minimal compensation, while those in negative energy balance showed increased compensation.
Caro and colleagues
1 video
A paper that found compensation levels seemed to vary based on BMI, with higher BMIs correlating with higher compensation values, though the causal relationship remains unclear.
Ainsworth et al. (2011)
1 video
The authors of the 2011 compendium of physical activities, from which the MacroFactor exercise calorie calculator pulls MET values for various exercise types.
Sramek et al. 2000
1 video
Not mentioned in the transcript.
Warnicky and colleagues
1 video
Authors of a recent study investigating the influence of long-lasting static stretching on muscle thickness, strength, and flexibility, focusing on calf growth.
Bloomquist and colleagues
1 video
Conducted a classic study comparing quarter squats versus parallel squats, finding greater quadriceps growth with deeper squats.
Pedrosa and colleagues
1 video
Authors of a study that helped disambiguate whether muscle length or total range of motion is more important for hypertrophy, using different knee extension protocols.
Sato and colleagues
1 video
Mentioned as having conducted studies similar to Pedrosa and colleagues, investigating range of motion effects on muscle growth.
Simpson and colleagues
1 video
Conducted a study suggesting that stretching (loaded calf stretch) might lead to some hypertrophy, though the results were not considered a 'slam dunk'.
She and colleagues
1 video
Conducted a study on collegiate basketball players comparing squatting with bands versus straight weight, finding greater improvements in jump height with bands.
Katushabe and Kramer
1 video
A study on male soccer players that found squatting with bands led to nominally larger increases in jump height compared to straight weight training.
Joy and colleagues
1 video
Their study on collegiate basketball players indicated a nominal difference favoring bands for vertical jump height improvement, statistically significant on force plate assessment.
Anderson and colleagues
1 video
This study on trained women yielded different results, with straight weight showing benefits at deeper knee flexion angles compared to bands.
USA Patriot Act
1 video
Legislation expanding domestic surveillance; cited as eroding privacy and due process.
Garder et al. 2023 meta-analysis
1 video
Meta-analysis determining when caffeine use should be capped based on dose.
Steel 2022 study
1 video
Large study examining strength outcomes from minimalist training (20 minutes/week) over several years.
Nunes and colleagues
1 video
Study mentioned that compared cable preacher curls to barbell preacher curls to examine effects of resistance curve on hypertrophy.
Kadal meta-analysis on acute sleep loss
1 video
Meta-analysis examining the impact of acute sleep loss (<6 hours in 24 hours) on physical performance across 77 studies.
Meta-analysis on volume and weekly fractional sets
1 video
Mentions a meta-analysis suggesting that up to 30–40 weekly fractional sets can increase muscle growth.
FIMO co-actor
1 video
A molecule described as playing a major role in bacteria that enrich soil with nitrogen; used in the video as the example molecule that quantum computers might one day simulate.
Alpha Collaboration
1 video
Group noted for achieving a storage milestone of 112 anti-atoms in their trap.
Orion project
1 video
Historical nuclear pulse propulsion concept discussed as a potential propulsion approach.
The Harvard Study of Adult Development
1 video
An 85-year longitudinal study tracking people's happiness, health, and relationships.
Bekenstein bound
1 video
The bound that gives the maximum information/entropy that can be contained in a spatial region; discussed as motivating the holographic principle (information ∝ area, not volume).
Bessel's correction (divide by n-1)
1 video
Statistical correction discussed in the context of batch normalization variance estimation (unbiased estimator dividing by n-1 vs biased n).
Human Cell Atlas
1 video
A major CZI project to map and understand all cell types in the human body, initiated 10 years prior and yielding vast amounts of RNA sequencing data.
swine flu affair
1 video
A historical event in 1976 where millions of Americans were vaccinated against swine flu, which did not become a major threat, highlighting the need for policy off-ramps.
Education Data Survey
1 video
Evidence from a 2017 survey revealing that 50% of children in primary 1-3 in Nigerian public schools cannot perform basic arithmetic at age 10.
Montero and Lundby (2017)
1 video
A study titled 'Refuting the myth of non-response to exercise training: non-responders do respond to higher dose of training' which demonstrated that individuals initially deemed 'non-responders' to aerobic training could respond to a higher dose of exercise.
White Paper of 1939
1 video
A British policy document that blocked Jewish immigration to Palestine, preventing European Jews from escaping the Holocaust.
Bauman et al. (2007)
1 video
A study on cluster analysis and myogenic gene expression related to myofiber hypertrophy, highlighting variability in quad fiber cross-sectional area gains after 16 weeks of training.
Huble et al. (2005)
1 video
A large study examining variability in muscle size and strength gains following unilateral resistance training over three months, showing a wide range of biceps cross-sectional area increases and elbow flexion strength changes.
Bouchard et al. (1999)
1 video
A paper resulting from the Heritage Study, focusing on familial aggregation of VO2 max response to exercise training in previously sedentary subjects.
Barbalia investigation
1 video
An investigation that analyzed data from 83 studies to quantify the typical variability seen in strength gains after resistance training programs, using Cohen's DZ values.
United States Air Force Academy study
1 video
A study of 10,000 students finding that teachers who got students to do well on immediate tests often led to underperformance in later classes, while teachers whose students initially struggled (due to broader learning approaches) overperformed later.
Holt et al. 1995
1 video
Classic study that originated the 'Satiety Index,' investigating how 38 different foods impacted satiety ratings over 120 minutes.
Horgan and colleagues
1 video
A study that looked at food records over a four-day period from 6,000 individuals in the UK to understand how 60 different food categories influenced overall energy intake, both within and between individuals.
CORD-19
1 video
The open dataset created for COVID-19 research, used in Kaggle competitions.
Journal Vaccine
1 video
The premier journal for vaccines where a reanalysis of Pfizer and Moderna trials was published, indicating a 1 in 800 serious harm rate.
LIFT MORE trial
1 video
A study published in 2015 by Belinda Beck that demonstrated significant increases in bone mineral density in postmenopausal women through heavy resistance training.
Justinian Plague
1 video
A devastating plague that struck the Byzantine Empire, significantly reducing the population of Constantinople and weakening the empire.
British Medical Journal 2021 study
1 video
A study cited which found that adults who experienced sexual abuse by age 16 have 2.6 times the chance of dying in middle age compared to those who did not.
PornHub research
1 video
Research analyzing the hundred most popular videos on PornHub, which found that women's pleasure was depicted in only 18% of videos, while men's pleasure (related to PIV sex) was shown in 78% of cases.
Punic Wars
1 video
A series of wars between Rome and Carthage. The speaker recounts how Rome, initially lacking a navy, built one and eventually overwhelmed Carthage through persistence and a willingness to endure losses, showcasing the Roman spirit.
Foundations for All
1 video
A research project funded by Mastercard Foundation and conducted by the University of Edinburgh to identify barriers refugee learners face in accessing higher education in Uganda.
PADALIA Program
1 video
A pathway program for displaced learners, running in Lebanon, contributing to the discussion on bridging programs.
MSc in Digital Education
1 video
A program at the University of Edinburgh where Michael Gallagher is a program director, and which informed some aspects of the digital skills curriculum for the Foundations for All project.
Humanoid Everyday
1 video
A data paper featuring a high-frequency humanoid dataset for diverse everyday tasks, accepted to ICLR 2026.
Mclinden et al. 2011
1 video
Another study mentioned in the context of collagen and gelatin supplementation with vitamin C, showing potential positive effects on collagen synthesis.