Three of the four metrics (ECI, log METR 50% time horizon, and a math-focused index we constructed from several math benchmarks) show strong evidence that progress has sped up relative to a global linear trend fit to data from 2023 onward.

Three of four metrics show strong evidence of acceleration, driven by reasoning models.

Three of the four metrics (ECI, log METR 50% time horizon, and a math-focused index we constructed from several math benchmarks) show strong evidence that progress has sped up relative to a global linear trend fit to data from 2023 onward.

helping scientists move faster from question to evidence, from evidence to insight, and from insight to new treatments for patients.

Residual ISD (R-ISD) adds a gated LoRA adapter for bit-for-bit lossless acceleration: LoRA active only at MASK positions; verify positions use base-only weights Output is identical to the base AR model by construction

AI capability is not plateauing. It is accelerating and reaching more people than ever.

over 500 business customers were each spending over $1 million on an annualized basis. Today that number exceeds 1,000, doubling in less than two months.

destructive potential weapons over history, you see a very similar spike, very similar exponential curve as we've seen over and over again today

we used a number of different proxies at 12 different sites, and they all recorded very clearly the effects of the great acceleration. And with that midpoint of about 1952.9 years, it all makes perfect sense. So it's not just the site at Crawford Lake, but all of the sites that we looked at showed a very very similar signal.

there is a major difference between low-lying clouds and high altitude clouds

they found another Trend that was appearing across multiple data sets the decline and drop in the formation and prevalence of low altitude cloud cover especially over the world's oceans

there still seems to be a little bit of Gap in data that doesn't account for 0.2 de celsus warming that is present extra scientists have not been able to comfortably explain over the past in fact several years why there is this little bit of extra global warming it is a major major Gap

Entre 2011 et 2020, soit la période analysée dans le dernier rapport du Giec, nous étions +1,09 °C. Le réchauffement s’accentue à un rythme sans précédent.»

in terms of amplification and acceleration you can this waveform diagram is sort of a nice metaphor graphical metaphor for the increasing severity of crises and the increasing 00:13:44 frequency of crises within our world

in 2018 you know it was around four percent of papers were based on Foundation models in 2020 90 were and 00:27:13 that number has continued to shoot up into 2023 and at the same time in the non-human domain it's essentially been zero and actually it went up in 2022 because we've 00:27:25 published the first one and the goal here is hey if we can make these kinds of large-scale models for the rest of nature then we should expect a kind of broad scale 00:27:38 acceleration

Discuss how you will identify additional areas of expertise that may be needed

Phase 1 Full Proposals

Letters of Intent (required):

Broadening Participation Plan (under Broader Impacts) that describes activities that will be undertaken to include the participation of the full spectrum of diverse talent in STEM

KEY COMPONENTS OF THE NSF CONVERGENCE ACCELERATOR

Convergence Research

Track L: Real-World Chemical Sensing Applications

The ‘Great Acceleration’ graphs, originally published in 2004 to show socio-economic andEarth System trends from 1750 to 2000, have now been updated to 2010.

The trajectory of theAnthropocene: The GreatAcceleration

Since 1945 this “Great Acceleration” has permitted the tripling of the human population and the crowding-out of the rest of the planet’s biosphere. Lewis and Maslin tell us: “Populations of fish, amphibians, reptiles, birds and mammals have declined by an average of 58 percent over the last forty years… On land, if you weighed all the large mammals on the planet today, just 3 percent of that mass is living in the wild. The rest is made up of human flesh, some 30 percent of the total, with domesticated animals that feed us contributing the remaining 67 percent.”

WHY GENERALISTS TRIUMPH IN A SPECIALIZED WORLD “The most important business — and parenting — book of the year.” — Forbes “The most important business — and parenting — book of the year.” — Forbes “The most important business — and parenting — book of the year.” — Forbes “The most important business — and parenting — book of the year.” — Forbes “The most important business — and parenting — book of the year.” — Forbes ‹›

A recent book that advocates for this idea is Range: Why Generalists Triumph in a Specialized world by David Epstein. Consider reading Cal Newport’s So Good They Can’t Ignore You along side it: So Good They Can’t Ignore You focuses on building up “career capital,” which is important for everyone but especially people with a lot of different interests.1 People interested in interdisciplinary work (including students graduating from liberal arts or other general programs) might seem “behind” at first, but with time to develop career capital these graduates can outpace their more specialist peers.

There is no inactive learning, just as there is no inactive reading.

“Big data can get us to business at the speed of thought,” says Francis deSouza, group president for enterprise products and services at Symantec.

Rethinking floating point for deep learning

Narratives that describe time as uniform and evolving throughout history towards more accelerated states have also been critiqued for theirpotential to reinforce social inequalities (Sharma 2014) and for justifyingthe appropriation of natural resources in unsustainable ways (Bastian 2012).

‘Truly it would seem as if “Man strews the earth with ruin.”4 But this conclusion is too flattering to human vanity. Man's most permanent memorial is a rubbish-heap, and even that is doomed to be obliterated’ (Sherlock, 1922, p. 343

In 1873, the Italian geologist and priest Antonio Stoppani suggested that our technologies, infrastructures, and patterns of land use had created fundamental changes in Earth’s systems, propelling us into what he called an ‘anthropozoic era’