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01 / 05
A Feast of Human Progress and Abundance

Blog Post | Human Development

A Feast of Human Progress and Abundance

Let’s give thanks for how far we’ve come since the time of the Pilgrims.

Summary: A family group chat about Thanksgiving dinner reflects centuries of extraordinary advancement. The same journey that once separated families by months can now be made in hours. A meal that was once a rare luxury has become highly affordable. From instant communication to abundant food, everyday conveniences serve as a reminder that human ingenuity has transformed hardship into prosperity.


Two weeks before Thanksgiving, my sister sent a link to our family group chat. It wasn’t an RSVP form; it was closer to an online wedding gift registry. All the Thanksgiving classic foodstuffs were on the list—turkey, honey baked ham, mashed potatoes, gravy, stuffing, cranberry sauce, candied yams, green bean casserole, pumpkin pie, and more—each with a sign-up slot to commit to bringing the goods. This brief interaction represented numerous aspects of human progress, and I paused to take it in with awe and gratitude.

For one, I live in Boston, not far from where the original Thanksgiving Pilgrims settled in Plymouth, while my family lives in Los Angeles. The distance between us is almost identical to the distance between Britain and the New World, roughly 3,000 miles across land instead of ocean. Yet, the majority of Pilgrims never returned home and never even had the opportunity to stay in contact with the world they left behind. A letter across the Atlantic would cost days’ worth of wages and take months to arrive, if it found safe passage at all.

By the time the first Americans began settling in California in the 1840s, locomotives and the telegraph had been invented, but no transcontinental systems had yet been established. Most westward settlers knew they were signing up for a one-way journey taking many months, with high rates of death and disease. If they could maintain any contact with family on the other side of the continent, messages would take weeks via stagecoach. Even the extraordinarily speedy and expensive Pony Express system—with riders galloping nonstop at full speed, exchanging horses every 10-15 miles, and exchanging riders once or twice a day—still took 10 days to deliver messages across the country.

By the time the first transcontinental telegraph line was established in 1861, messages took minutes rather than weeks but were extraordinarily expensive—nearly a day’s average wage per word. Messages had to be brief and were largely reserved for the government, the military, and the ultra-wealthy. However, a decade later, the first transcontinental railroad was established, which, with the adoption of standardized domestic postage, meant most Americans could afford to send letters across the country and have them arrive within a week. Travel between Los Angeles and Boston became possible but still took weeks and cost several weeks’ worth of average wages.

Innovation accelerated even more rapidly during the 20th century with the invention and commercialization of telephones and air travel. By 1950, the luxuries of traveling between coasts in six hours and communicating across coasts in real time became possible. But these new services were still extraordinarily expensive. Transcontinental flights, both then and now, cost around $300; however, adjusted for inflation, a $300 flight in 1950 corresponds to well over $3,000 in today’s dollars. Likewise, while modern phone plans offer unlimited texts and calls for the equivalent of a few hours of the average minimum wage per month, transcontinental phone calls in the 1950s cost over $2.00 per minute, or over $27 per minute in today’s dollars. Only in the last 30 years, thanks to the economic engine of progress, did it become affordable for the average American to call long-distance for hours.

The technologies enabling long-distance communication and travel have improved immeasurably from the time of the Pilgrims.  That alone is reason enough to be thankful. But besides the amazing pocket-sized supercomputers and the satellite infrastructure that made my family’s group message possible, our exchange hinted at another amazing development that people often take for granted: food abundance.

My father grew up in a small Palestinian village in northern Israel, where most people were farmers. He was one of nine siblings and told stories of how chickens were slaughtered only on special occasions—red meat even rarer. A single bird was shared among a dozen people. “You were lucky if you got a drumstick,” my father said. Everything from feeding to slaughtering and plucking was done by hand. And without refrigeration, the meal had to be eaten at once.

By contrast, in the United States today, food is so cheap and plentiful that several relatives can volunteer to bring a whole turkey. At my local supermarket, frozen birds were recently on sale for $0.47 per pound. A 15-pound turkey, enough to feed a family, costs less than an hour’s minimum wage.

I am grateful for the world of superabundance, which has improved our lives and Thanksgiving holidays beyond what our ancestors could have dreamed. The fact that these interactions are commonplace enough to be taken for granted—communicating in real time across vast distances, flying across the country or around the world in hours, earning enough calories with a day’s wages to feed a family for a week—make our story of progress all the better.

This Thanksgiving, take a moment to consider how life has improved since the time of the Pilgrims. The food on your plate, the technology in your pocket, and the family who traveled long distances to be at the table were all made possible thanks to generations of compounding progress.

Bloomberg | Water Use

A Startup Pulls Water Out of the Air to Confront Shortages

“The large metallic white box sits in a Southern California parking lot, looking unremarkable until water starts flowing from a hose attached to it. Peer inside, though, and it’s nearly empty but for some wires, tubes and a container of light-colored material.

The water isn’t being conjured out of thin air by magic but by MOFs— metallic organic frameworks. MOFs are nanocrystalline structures engineered at an atomic level to attract specific molecules. In this case that’s H2O and the machine made by startup Atoco is silently harvesting molecules from the surrounding air and storing them in the material’s porous cavities that serve as microscopic water tanks.

Atoco founder Omar Yaghi shared the 2025 Nobel Prize in chemistry for pioneering MOFs and on an April morning he gave Bloomberg News an exclusive demonstration of the commercial prototype of its atmospheric water harvester in the lot outside the company’s Orange County laboratory…

Set to go into production later this year, the shipping container-sized machine will produce up to 4,000 liters (1,057 gallons) of water daily and can be installed at data centers, hospitals and other critical infrastructure. An off-the-grid model that operates on ambient sunlight and produces less water can be deployed to communities where water must now be trucked in.”

From Bloomberg.

Nature | Scientific Research

India’s DNA Map Uncovers Millions of Genetic Variants

“A genetic atlas emerging from India’s most extensive genomic sequencing exercise has revealed vast diversity in the population, with nearly 130 million genetic variants, almost a third of which have not been reported previously.

The GenomeIndia project analysed the whole genomes of 9,768 healthy people from 83 populations, uncovering 44 million variants absent from global scientific databases, including gnomAD, 1000 Genomes Project and GenomeAsia.

“We expected novel variants, but the sheer proportion stumped us,” says corresponding author and computational biologist Bratati Kahali at the Centre for Brain Research, Bengaluru. “Even after excluding variants observed only once and considering those where at least two alleles were seen, novel hits accounted for over 10% of all discoveries.”

Funded by India’s Department of Biotechnology through a consortium of 20 research institutions, the map opens up a path for investigations into human ancestry, disease genetics, pharmacogenetics and precision medicine across South Asia. Aiming to scale to a million genomes and disease-specific cohorts, the project seeks to fill gaps in global databases skewed toward populations of European descent.”

From Nature.

IEEE Spectrum | Computing

Better Hardware Could Turn Zeros Into AI Heroes

“When it comes to AI models, size matters.

Even though some artificial-intelligence experts warn that scaling up large language models (LLMs) is hitting diminishing performance returns, companies are still coming out with ever larger AI tools. Meta’s latest Llama release had a staggering 2 trillion parameters that define the model.

As models grow in size, their capabilities increase. But so do the energy demands and the time it takes to run the models, which increases their carbon footprint. To mitigate these issues, people have turned to smaller, less capable models and using lower-precision numbers whenever possible for the model parameters.

But there is another path that may retain a staggeringly large model’s high performance while reducing the time it takes to run an energy footprint. This approach involves befriending the zeros inside large AI models.

For many models, most of the parameters—the weights and activations—are actually zero, or so close to zero that they could be treated as such without losing accuracy. This quality is known as sparsity. Sparsity offers a significant opportunity for computational savings: Instead of wasting time and energy adding or multiplying zeros, these calculations could simply be skipped; rather than storing lots of zeros in memory, one need only store the nonzero parameters.

Unfortunately, today’s popular hardware, like multicore CPUs and GPUs, do not naturally take full advantage of sparsity. To fully leverage sparsity, researchers and engineers need to rethink and re-architect each piece of the design stack, including the hardware, low-level firmware, and application software.

In our research group at Stanford University, we have developed the first (to our knowledge) piece of hardware that’s capable of calculating all kinds of sparse and traditional workloads efficiently. The energy savings varied widely over the workloads, but on average our chip consumed one-seventieth the energy of a CPU, and performed the computation on average eight times as fast. To do this, we had to engineer the hardware, low-level firmware, and software from the ground up to take advantage of sparsity. We hope this is just the beginning of hardware and model development that will allow for more energy-efficient AI.”

From IEEE Spectrum.

Ramp | Adoption of Technology

Business AI Adoption Crossed 50 Percent in March

“Ramp AI Index shows business AI adoption crossed 50% for the first time in March, reaching 50.4% of businesses. A year ago, it was 35%. Half of businesses on Ramp now pay for AI.

Anthropic continued its surge, growing from 24.4% to 30.6% of businesses — a 6.3-percentage-point gain, surpassing last month’s record monthly gain.”

From Ramp.