“When we met, was I walking to the faculty club or away from it? I’m wondering, because in the latter case I’ve already had my lunch”
Called It!
A single injection of a nanoparticle treatment engineered to encourage the generation of new brain cells was enough to reverse cognitive decline in an animal model of Alzheimer’s disease.
Developed by researchers in the US, the remarkable new treatment could one day be used to treat patients in advanced stages of dementia by restoring the brain’s ability to recover from ongoing neurodegeneration.
“The new neurons can become mature and survive,” says senior author Peisheng Xu, a pharmaceutical researcher at the University of South Carolina.
Reasoning Models Cost 10x More — Here’s Why They Shouldn’t Be Your Default.
Models like OpenAI o1/o3 deliver much higher accuracy on complex multi-step problems (74%+ vs ~12% on hard math benchmarks).
But they cost 10–15x more and introduce high latency.
The smart approach in 2026:
Don’t run everything through reasoning models.
Route only the hard 20–30% of queries (architecture decisions, security reviews, complex debugging) to them.
Keep the rest on fast, cheap models.
Today, OpenAI’s Chief Scientist acknowledged that we’ve reached that threshold—calling modern AI an “alien mind” that operates more like complex neuroscience than traditional software.
OpenAI’s Chief Scientist Jakub Pachocki: “Based on internal results, I have a strong expectation that this speed of progress could be sustained into recursive self-improvement.” (via Chubby)
Jakub Pachocki reflects on increasingly capable AI and the challenge of keeping it aligned. He calls for stronger safeguards and international coordination.
Fascinating biophysical research which explores the structures and energetics of cryptic sites in RNAs. Cryptic sites are revealed upon transient conformational changes which open a new binding pocket in a biomolecule.
This website uses a security service to protect against malicious bots. This page is displayed while the website verifies you are not a bot.
One of the first commandments of my scientific education was ‘thou shalt not use teleological language.’ This was closely related to a second commandment ‘thou shalt not commit anthropomorphism’. It was permissible to compare a frog to a machine but not to a human being (unless one also compared the human being to a machine). Biology did not concern itself with questions of value, purpose, and meaning. These were the province of flakey disciplines such as the humanities, social science, or religion. Asking ‘why’ rather than ‘how’ was unscientific, perhaps even sinful. In my book Darwin to Derrida, I offer an extended defense of the use of teleological reasoning in biology. The physical universe is a world without values. But meaning and purpose are the defining features of living things, they do things for good reasons because there are things in the world that they value. Biologists should not be ashamed of the difference.

SUGGESTED READING The fight for the future of biology By Denis Noble
Teleology comes from the Greek telos, something at the end, which was translated into Latin as causa finalis, and from thence into English as final cause. The final cause was that ‘for the sake of which’ an action was performed or ‘for the sake of which’ a thing existed. Final causes have been rejected as unscientific because a cause cannot come after its effect. But there is no backward causation when we act with intention. We form a plan which we attempt to implement. The intention comes before the fruition. There is no guarantee we will succeed. The outcome is not predestined. The same applies to the intentional actions of human beings. One of my favorite passages from Augustine is this:
Join us on Patreon! / michaellustgartenphd.
Support Colwyn’s studies: https://give.stanford.edu/fund?kwoDCF…
Discount Links/Affiliates:
Blood testing (where I get the majority of my labs, for those who blood test with Quest): https://www.ultalabtests.com/partners…
Blood Testing Essentials (Biological Age, CVD-Risk, Kidney Health and Function):
PhenoAge (Biological Age): https://www.ultalabtests.com/partners…
Measure the Bortz biological clock biomarkers: https://www.ultalabtests.com/partners…