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Chasing the Karpathy Peak (and Falling Off Slop Cliff): Confessions from Slopaholics Anonymous

Chasing the AI” Karpathy Peak” vs. Falling Off the “Slop Cliff” 📉🤖

Have you ever felt super productive using AI to draft, code, and write everything, only to realize you’ve spent more time editing low-quality output than actually creating anything meaningful?

A fantastic new read by AI researcher Thomas Jiralerspong.

hits the nail on the head regarding “slopaholics anonymous.” We’re all chasing that high-leverage peak of AI productivity, but it’s dangerously easy to slide right down into a mountain of uninspired, automated noise.

Balance is everything. How are you keeping your workflow sharp without drowning in the AI slop? 👇

Karpathy Peak — (n.): the point where you’re getting as much useful work out of AI as the inventor of vibe coding himself.

Slop Cliff (n.): the point where your actual productivity with AI drops off while your perceived productivity keeps climbing.

What Really Happened When AI Solved a Million-Dollar Math Problem

The rise of artificial intelligence has pushed mathematics to a crisis point. In our latest video, we speak with Terence Tao, one of the world’s top mathematicians and author of Six Maths Essentials, to diagnose the state of the field right now and explore if it has a future even in the face of increasing automation.

Why should anyone learn to do maths with a pen and a piece of paper right now? What is the power of abstract thinking and can we afford to lose it? And what is on the research wish list of one of the most prolific and decorated mathematicians of our time? Join us as we take a grand tour of modern mathematics, following one of its best guides through the rapidly changing science. We’ll explore the fundamental character of mathematics research, as well as the principles and questions that guide the field – and how AI can be in discord with them.

Learn more ➤ • Prime Numbers Might Not Be Random After All.

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Mitochondria: the beating heart of the eukaryotic cell

The outer membrane of mitochondria contains pore‐forming beta‐barrel proteins, which facilitate the diffusion of molecules of up to about 3,000 Dalton across the outer membrane. Beta‐barrel proteins are also found in the outer membranes of bacteria and chloroplasts, revealing the common evolutionary origin. Owing to this bacterial descent, mitochondrial beta‐barrel proteins are integrated from the ‘inside’, that is, from the intermembrane space (IMS). After being translocated through the TOM complex, precursors of beta‐barrel proteins are stitched into the outer membrane in an export‐like process by the sorting and assembly machinery (SAM) complex. Cryo‐electron microscopy structures of the SAM complex, in some cases with associated translocation intermediates, have recently revealed fascinating details of this machinery [, , , ]. Nils Wiedemann, Nikolaus Pfanner, and coworkers provide a comprehensive overview of the structure and function of the beta‐barrel assembly machinery [].

During the evolution of eukaryotic cells, the IMS of mitochondria was derived from the periplasmic space of the endosymbiont. Presumably owing to the same evolutionary descent, soluble proteins of the bacterial periplasm and of the IMS reach their three‐dimensional structure by oxidative protein folding. The review by Christine Zarges and Jan Riemer describes the enzymes of the human IMS, which insert disulfide bonds into newly imported proteins []. The two major enzymes, the FAD‐bound sulfhydryl oxidase ALR/Erv1 and oxidoreductase CHCHD4/Mia40, are conserved from yeast to human. However, in humans, Mia40 is tethered to the inner membrane by the NADH dehydrogenase AIF adding an interesting regulatory component to the human mitochondrial disulfide relay.

Most mitochondrial proteins reside in the matrix. These proteins are synthesized in the cytosol with aminoterminal presequences to direct them into mitochondria. The presequence translocase of the inner membrane (also known as the TIM23 complex) facilitates their translocation across the inner membrane. Recent structures of the TIM23 complex of yeast showed that Tim17 represents the protein‐conducting essential subunit contradicting previous assumptions [, ]. Tim17 forms a half‐channel that is partially exposed to the lipids of the inner membrane and uses negatively charged residues to promote the passage of the positively charged presequences into the matrix []. In this ‘In the Limelight’ special issue of FEBS Open Bio, Agnieszka Chacinska and coworkers show models of the human TIM23 translocase and compare its structure to that of yeast cells [].

Scientists Have Built a Robot Dog Powered by Human Brain Cells

Using living neurons as the foundation of computer chips promises to bring significant advantages over conventional systems in terms of both energy efficiency and adaptability: As sophisticated as AI is, the human brain needs a lot less power to run and is still much better at dealing with the unfamiliar.

The latest demonstration of this biological technology comes from scientists at Cortical Labs in Australia, who have fitted out a robotic dog with neurons grown in the lab that are able to direct it towards a target on a simple map.

By growing the neurons right on the chip, and fitting it with electrodes that provide two-way electrical signaling, the Cortical Labs team was able to translate activity in the small group of neurons into movement for the attached robot.

Anti-aging drug boosts brain blood flow in people at higher Alzheimer’s risk, study finds

A drug commonly used to prevent organ transplant rejection increased blood flow in the brains of healthy middle-aged adults who carry a genetic variant linked to a higher risk of Alzheimer’s disease, according to a new University of Missouri study.

Why you should care:

The findings could help researchers identify ways to delay or prevent Alzheimer’s disease in people who are genetically predisposed to developing the condition.

Copper drug restores memory and clears toxic Alzheimer’s proteins

Lead author Dr Jae Pyun (left), senior author Professor Joseph Nicolazzo (right).

Monash University researchers have found in laboratory experiments that a drug which delivers copper to the brain significantly reduces toxic Alzheimer’s proteins and improves long-term spatial memory.

The study, published today in the journal ACS Chemical Neuroscience, shows the compound Cu(ATSM) repairs a vital waste-clearing pump at the blood-brain barrier – unlocking a potential new avenue of therapeutics targeting neurovascular dysfunction, caused by one of the world’s leading causes of death.