Field · 123 posts

Biology

The machinery of the cell. Below, everything that touches this field, including pieces that live mostly in neighboring territory.

The collection

All of Biology

Biology

Ultra-Processed Obesity

A timely review article about “The role of Ultra Processed Foods (UPF) in obesity” (by a team from the University of Sao Paulo and NYU) summarizes a lot of evidence that sounds obvious e.g., diets “high in UPF…

7 min · Biology
Biology

Take metformin OR exercise, but don't do both

That's my (slightly clickbaity) summary of this article, which I am sure will reverberate in the haging and healthspan scientific community. To be clear, the inclusion criteria for this (BMI ≥ 25 and ≤ 47…

4 min · Biology
Biology

Personalized Medicine, Unevenly Distributed

It has been almost one month since DOC happened, the curiously strong gathering curated by Jordan Shlain, MD and John Battelle. Which means I had some time to unpack the experience, the intent (“Truth in…

3 min · Biology
Biology

Biologists, stop putting UMAP plots in your papers

That's the title of a wonderful post by Rafael Irizarry ( The TL;DR is the post's byline: "UMAP is a powerful tool for exploratory data analysis, but without a clear understanding of how it works, it can…

3 min · Biology
Biology

Mind-blowing discovery if confirmed: viruses hiding inside gut bacteria as phages

An article that came out this month (by a serious team, with open review, always an interesting read, f1000research -though it has one notorious reviewer) could change how we view viruses and how to fight…

3 min · Biology
Biology

Inflammatory lack of pleasure ...

... in depressed patients. A small study (ClinicalTrials.gov identifier: NCT031421) published this month suggests that patients with depression and a higher level of systemic inflammation are more sensitive to…

2 min · Biology
Biology

An article I thought I would easily dismiss but couldn’t

This article that just came out in Neuron (paywall but free preprint here: but has already attracted a lot of attention, including a piece New York Times ( I went through the New York Times comments and found…

2 min · Biology
Biology

Chronic low-grade inflammation

This kicks off a series of posts on inflammation, specifically chronic low-grade inflammation (CLGI), a common condition that is not considered a disease but is likely the precursor of many, many diverse…

2 min · Biology
Biology

"From geroscience to precision geromedicine: Understanding and managing aging"

A great resource just published in Cell by Cell Press by a stellar group of authors, Guido KROEMER, Andrea B. Maier, Ana Maria Cuervo (Albert Einstein College of Medicine), Vadim Gladyshev, Luigi Ferrucci,…

2 min · Biology
Biology

Nonuniversality of inflammaging across human populations[?]

That is the title of a recent Nature Aging article (the question mark is my addition) led by teams from the University of Sherbrooke and Columbia University reporting on their analysis of biomarkers of…

2 min · Biology
Biology

It's like saying that everything in the Mona Lisa depends on the paint.

That's my favorite quote from Derek Lowe's Science opinion, "The End of Disease". And Derek was kind enough to collect links to all his AI-based drug discovery opinions from the past few years, a treasure…

2 min · Biology
Biology

Exploration gene

Scientists from the University of Basel in Switzerland studied the exploratory behavior of different species of cichlid fish from Africa’s Lake Tanganyika. The 240 species found in the lake evolved from the…

2 min · Biology
Biology

Cell Vaults

I was recently reminded of the existence of a mysterious organelle discovered in 186 by @nancy kedersha and @leonard rome, about 3 times the size of ribosomes, that inhabits most of our cells, and the cells of…

2 min · Biology
Biology

Social networks and microbiome sharing

An article (Open Access! by a team led by Nicholas Christakis at Yale University reports studies of microbiome compositions from 18 isolated villages in Honduras and how they correlate with social interactions…

2 min · Biology
Biology

Measurable benefits of treating low-grade inflammation

There is ample evidence that chronic, systemic low-grade inflammation (CLGI) can be a precursor to a number of diseases. Midlife elevations or rising trajectories of hs-CRP/IL-6 predict incident type 2…

2 min · Biology
Biology

Protein monitoring and chronic inflammation

A cool review article, sadly behind a paywall, in @science last week by a @northwestern university and @czi Chicago Biohub team led by @Shana Kelley, “From reactive to proactive: Continuous protein monitoring…

2 min · Biology
Biology

Reading Derek Lowe with Perplexity

Always stimulated by Derek Lowe's writings (in spite of an average 50% agreement rate), I tried (a condensed version of) his OpenAI Deep Research prompt on the toxic effects of thalidomide with Perplexity Deep…

2 min · Biology
Biology

Antibiotics are not the only culprits

Antibiotics have been much maligned for promoting resistant strains of pathogenic bacteria and wiping out good bacteria in the gut. While caution is definitely warranted, it turns out that a number of other…

2 min · Biology
Biology

Weak Correlation Between DNA Methylation Clocks and Frailty

It is with some excitement that I started reading the @The Lancet Healthy Longevity article "Biological age measured by DNA methylation clocks and frailty: a systematic review and meta-analysis" by a National…

2 min · Biology
Biology

VO2 max and Inflammation

As Brooks Leitner reminds us ( VO2max, a measure of cardiorespiratory fitness, is also a strong independent predictor of all-cause mortality. Of course I wanted to explore possible correlations between serum…

2 min · Biology
Biology

Of mice and men: "Matthew effect" and lucky breaks

In a clever Science Magazine article "Competitive Social Feedback Amplifies the Role of Early Life Contingency in Male Mice" (paywall but preprint here with a slightly different title: Cornell University's…

2 min · Biology
Biology

A More Robust Measure of Gut Imbalance?

An intriguing article ("Imbalance in gut microbial interactions as a marker of health and disease", Roberto Corral López, Juan Bonachela, Maria Gloria Dominguez Bello, Michael Manhart, Simon Levin, Martin…

2 min · Biology
Biology

Comment on Tamsin Lewis

Dr Tamsin Lewis thank you for that! The key here, as with some of the other, more visible, stressors (poor sleep, ultra-processed food), is compounding: the continuous accumulation over time of tiny…

2 min · Biology
Biology

Discovering Intermediates in Biosynthetic Pathways that have Interesting Properties

An interesting take from one of the most brilliant minds of microbiology, Itzhak Mizrahi. I love the paper he is highlighting, the results are impressive and exciting, it took a lot of "fundamental…

2 min · Biology
Biology

Blocking low-grade inflammation will create the new Lipitor(s)

This timely report (in press) of the American College of Cardiology summarizes evidence and recommendations around Cardiovascular (CV) disease and (chronic, systemic, low-grade) inflammation (CLGI). The…

2 min · Biology
Biology

We have a lot of agency when it comes to increasing our healthspan

No surprise there you say? Diet, exercise and sleep will improve your odds? Yes. But the surprise is the magnitude of the control we have over the risk factors for some of the worst diseases of aging: we can…

2 min · Biology
Biology

Global Burden of Disease (2)

Another insightful visual from the Global Burden of Disease reports (this one from This shows 70q0 in 10 and 2023. 70q0 is the probability of death between the ages of 0 and 70 years, i.e., the likelihood that…

2 min · Biology
Biology

11% of patients with dementia symptoms have a reversible condition. Did you know?

One of the most surprising things I learned at DOC in October 2025 came during this session (and that's saying a lot because I learned a ton in just a couple of days) about brain disease breakthroughs.…

2 min · Biology
Biology

10-2023: Infectious diseases down, non-communicable diseases up

The Global Burden of Disease Study 2023 reports were just published in the Lancet ( with a mind-blowing number of insights, some obvious, some hidden in plain sight and some just hidden but accessible to all…

2 min · Biology
Biology

DNA Repair within Reach?

After the discovery that the long-lived, virtually cancer-free naked-mole rat cGAS enzyme, that differs by 4 amino acids from the inflammatory, DNA repair-inhibiting human cGAS, has the opposite, DNA…

2 min · Biology
Biology

Healthspan, a macro-view

We all have seen in one form or another these depressing (if you are in the US) graphs showing how much of an outlier the US is in terms of return on healthcare expenditures (first graph on the deck). There…

2 min · Biology
Biology

The human gut microbiota can synthesize bioactive serotonin!

Fascinating article ("Identification of human gut bacteria that produce bioactive serotonin and promote colonic innervation", by a University of Gothenburg-led group (although I recognize many great scientists…

2 min · Biology
Biology

Nothing is ever simple with the microbiome

A fascinating Nature article (Human and bacterial genetic variation shape oral microbiomes and health, reminds us that our microbiome (here oral microbiome) is influenced by our genes and in turn influences…

2 min · Biology
Biology

The gut microbiome is always more complex than you think

As a follow-up to the Health-Associated Core Keystone (HACK) index I wrote about yesterday, today I found another article (Specific microbial ratio in the gut microbiome is associated with multiple sclerosis,…

2 min · Biology
Biology

Aging: genes/diseases/hallmarks

As a follow-up to the Cell article "From geroscience to precision geromedicine" ( there is a great 2022 article in Aging (Aging-US) by Alex Zhavoronkov and colleagues that neatly captures the…

1 min · Biology
Biology

Health-Associated Core Keystone (HACK)

An intriguing paper just came out in Cell Reports by Cell Press by a team from Indraprastha Institute of Information Technology, Delhi. Their Health-Associated Core Keystone (HACK) index ranks 201 gut taxa…

1 min · Biology
Biology

SleepFM

Super-interesting Nature Medicine article (A multimodal sleep foundation model for disease prediction, link in comments) from a team supervised by Emmanuel JM Mignot and James Zou at Stanford University…

1 min · Biology
Biology

The geometric shapes of life on Earth occupy a tiny fraction of the possible

Really cool research and very cool Science Advances paper (OMG these illustrations!) by Guillaume Dera, Elise Nardin, Laurent Risser, Marius Albino, Quentin Garnier, Marion Kardacz and Lea Monge-Waleryszak,…

1 min · Biology
Biology

Generative 3D printing

Some folks are wondering why all of a sudden their LinkedIn feed is inundated with my posts and in particular a picture of a much younger-looking Bonabeau eating a 3D-printed appetizer in a weird T-shirt. Both…

1 min · Biology
Biology

Food printing

Some folks are wondering why all of a sudden their LinkedIn feed is inundated with my posts and in particular a picture of a much younger-looking Bonabeau eating a 3D-printed appetizer in a weird T-shirt. Both…

1 min · Biology
Biology

Tim Opler on the history of aging

Amazing resource put together by Stifel Bank Tim Opler on the history of aging. The deck here is truncated by a dozen pages as it is more than the max 300 pages allowed on LinkedIn! While I don't necessarily…

1 min · Biology
Biology

8 interventions in human trials for diseases of aging

Very useful review Leonard Guarente (Massachusetts Institute of Technology), David A Sinclair (Harvard Medical School) and Guido KROEMER (INSERM) under the banner of Academy for Health & Lifespan Research.…

1 min · Biology
Biology

Distinct neuronal populations in the human brain combine content and context

That is the title of a remarkable study that I didn't see until now (it's like a month old, can you believe??) by a German team, Marcel Bausch, Johannes Niediek, Thomas Reber, Sina M., Prof. Dr. med. Jan P.…

1 min · Biology
Biology

What is Life?

I just received Blaise Aguera y Arcas's wonderful little treasure, 'What is Life?", a play on Erwin Schrödinger's opus of the same title, published as the first tome of the Antikythera series as part of…

1 min · Biology
Biology

Cognitive Dissonance

As much as I enjoy Longevity.Technology, I find their recent article about a study in press in eClinicalMedicine – The Lancet Discovery Science ("Effects of nicotinamide riboside on NAD+ levels, cognition, and…

1 min · Biology
Biology

The rise of healthspan as the dominant longevity concept (as it should)

It may be sponsored but this is a great collection of articles for a broad audience by Scientific American custom media (supported by Google Cloud, the Buck Institute for Research on Aging, Optispan, and…

1 min · Biology
Biology

Obesity-related inflammation or inflammation-related obesity?

Zealand Pharma's decision to "pause" development of its dual GLP-1/GLP-2 receptor agonist dapiglutide due to a lack of clinical differentiation in a crowded obesity marketplace is notable and viewed largely in…

1 min · Biology
Biology

An intriguing answer engine for biology

My colleague Germán Plata pointed me to a super interesting "chatGPT" for biology, bioloGPT ( developed by Conner Lambden. It may sound boring -you know, yet another chatbot, or why not use Perplexity. But…

1 min · Biology
Biology

The cell is not a soup

A recent fantastic Science Magazine article by a group at the Massachusetts Institute of Technology led by Richard Young and Henry Kilgore of the Whitehead Institute and Regina Barzilay of MIT Computer Science…

1 min · Biology
Biology

Predicting Disease Trajectories

Intriguing article by a team led by Moritz Gerstung (DKFZ German Cancer Research Center), Tom Fitzgerald and Ewan Birney (European Bioinformatics Institute EMBL-EBI Hinxton, UK) reporting on the use of…

1 min · Biology
Biology

Aging research is going mainstream.

Such a transformation in public perception cannot be attributed to a single factor and I would point to at least a couple: (1) A messaging shift in the community from longevity to healthspan: while the former…

1 min · Biology
Biology

Eukaryotic phase transition?

I just came across this fascinating PNAS article by Enrique Muro, Fernando Ballesteros, Bartolo Luque Serrano and Jordi Bascompte, "The emergence of eukaryotes as an evolutionary algorithmic phase transition"…

1 min · Biology
Biology

Disentangled latent variables in the hippocampus

Ok, that is my short summary interpretation (for AI nerds) of an intriguing article by a Cedars-Sinai-led team. From the abstract: "Here we characterized the representational geometry of populations of neurons…

1 min · Biology
Biology

1 billion biochemical reactions occur every second in every cell of our bodies

A great Quanta Magazine article by Gabriel Popkin focuses on how "crowded" and active cells are: "the packing of molecules into tiny spaces is emerging as a fundamental way that cells have evolved to harness…

1 min · Biology
Biology

Who will pay for an anti-aging drug?

In a thought-provoking blog post a little more than 2 years ago ($200 Billion in Revenue: How an Aging Drug Will Conquer Pharma, age1's Alex Kesin, Maggie Li and Alex Colville wondered who will pay for an…

1 min · Biology
Biology

DNA is not destiny

I love Quanta Magazine! In this article ( Viviane Callier does a great job of laying out in simple terms a very complex topic: in fact, that is the point, the cell is a complex object (a recurrent theme) and…

1 min · Biology
Biology

How to Build the Virtual Cell with Artificial Intelligence

Now that the article is out and Open Access on Cell, I am reposting a comment I made a few months ago about a super interesting preprint, "How to Build the Virtual Cell with Artificial Intelligence: Priorities…

1 min · Biology
Biology

Virtual interactions, real immune response

We know that there are numerous interactions between the brain and the immune system. This Nature Neuroscience paper, "Neural anticipation of virtual infection triggers an immune response" ( by a team led by…

1 min · Biology
Biology

Heritability of intrinsic human life span is about 50% when confounding factors are addressed

A stunning report by Uri Alon of the Weizmann Institute of Science and colleagues Ben Shenhar, Glen Pridham, Thaís Lopes de Oliveira (Karolinska Institutet), Naveh Raz, Yifan Yang, Joris Deelen (Leiden…

1 min · Biology
Biology

Placebo Circuit

The placebo effect (and its evil twin, the hashtagnocebo effect) has always been a fascinating topic to me, a miracle to some and a plague to the pharmaceutical industry, especially in therapeutic areas that…

1 min · Biology
Biology

Engineered bacteria administered intranasally can propel molecules across the brain-blood barrier

In a fascinating and exciting article (Engineered commensals for targeted nose-to-brain drug delivery, Cell 188, 1545-1562) by a @NUS team led by @matthew wook chang, the authors: - Identified lactic acid…

1 min · Biology
Biology

Genetic engineering of bacteria... inside the gut

This is a big deal. A team from Eligo Bioscience were able to deliver a plasmid with a base editor that targets specific Escherichia coli genes using a phage-derived vehicle and designed to be non-replicative,…

1 min · Biology
Biology

Vaults

8 months ago I was marveling at the mysterious vaults that abound inside our cells ( which we still don't much about. But just because we don't really know what they are supposed to do does not mean we can't…

1 min · Biology
Biology

FMT ‘Proof of Existence”

One short tangential thought from the Demis Hassabis and Dwarkesh Patel podcast for the microbiome-minded. Demis states that the brain is an "existence proof" of the feasibility of…

1 min · Biology
Biology

Winner-take-all molecular network

Great article with a misleading title: "A synthetic protein-level neural network in mammalian cells" (Science Magazine: free bioRxiv & medRxiv preprint: The premise that cells are (fast) information-processing…

1 min · Biology
Biology

I knew it!

Around age 45, I felt like my body was suddenly becoming more fragile. According to an article in Nature Aging on August 14th, 2024 by the prolific Michael Snyder and his team at Stanford University (Nonlinear…

1 min · Biology
Biology

Extending the years people live without the burden of major age-related diseases should be a national priority

"The New Science of Aging Can Predict Your Future": Misleading title but excellent opinion article in the The New York Times today by Eric Topol, MD ahead of his upcoming book "Super Agers: An Evidence-Based…

1 min · Biology
Biology

Adipose Memory

Fascinating study showing that fat cells have a memory of... obesity and continue to behave (i.e., gene expression) just like they did during a period of abundance (i.e., obesity) and don't revert back after…

1 min · Biology
Biology

Tim Opler’s Women’s Health history

Another fantastic report by Stifel Financial Corp.'s Tim Opler on the history of women's health. Given its "Volume I" subtitle, I am eagerly expecting Volume II. Women's health has been under-invested and…

1 min · Biology
Biology

And now we present to you... the volatilome!

Cool article in Cell Metabolism by Cell Press, "The gut microbiota shapes the human and murine breath volatilome" by a team led by Andrew Kau and Audrey Odom John. I became aware of the vast quantities of…

1 min · Biology
Biology

Protein Data Bank

It is important to recognize the crucial role played by large, well-organized data in the emergence of powerful AI methods. ImageNet is widely considered a catalyst for the sudden success of deep learning and…

1 min · Biology
Biology

Biocomposite Bacillus

If "biocomposite TPU" can be developed into a viable, marketable product, it may a first step toward compostable plastics. By integrating spores of a strain of Bacillus subtilis evolved to be heat-tolerant and…

1 min · Biology
Biology

The Epstein-Barr virus

As an obituary for Sir Michael appears in Science this week, an article is came out the same day in Nature ( on the elucidated role of IL-27 in the Epstein-Barr virus infection, and Sir Michael's legacy…

1 min · Biology
Biology

New T2D peptide

Very cool! Mapping 2,600 previously uncharacterized human proteolytic peptide fragments cleaved by prohormone convertases 1/3 (PCSK1/3) using a computational prediction model, a team led by Stanford University…

1 min · Biology
Biology

Not a U-Shape

Oh no... "...the widely reported U-shape is largely an artifact of methodological biases, instead of a robust empirical pattern. A study recently published in European Sociological Review, describes a…

1 min · Biology
Biology

Silver Linings

A beautiful piece of art (and science) provides a great introduction to the promise and necessity of Healthy Longevity ( The project, spearheaded by Raiany Romanni-Klein, PhD with Richard Evans, Jason…

1 min · Biology
Biology

Brain Microbiome

Here comes the first convincing evidence from a The University of New Mexico-led team that at least some vertebrates have a brain microbiome, that is, microbes (bacteria, ..) in their brains ( Given the…

1 min · Biology
Biology

Beyond FMT

Yes, it is time to move beyond fecal matter transplants (FMTs) and it is also very hard. As I mentioned in a previous post, the success of FMTs against C. diff infections is our "existence proof" (in the same…

1 min · Biology
Biology

Why Greenland?

"The Greenland shark is the world’s longest-living vertebrate (400 years +). [...] Researchers have long thought that the Greenland shark lost its eyesight over the course of evolution due to its lengthy…

1 min · Biology
Biology

Control blood pressure, reduce risk of dementia

Included in the picture is the abstract of the (paywalled) article ( which reports results of an impressive study, in terms of scale, duration and insights. The team from UT Southwestern Medical Center and…

1 min · Biology
Biology

IL-11 and aging

Down regulating the inflammatory cytokine IL-11 with an antibody increases healthspan in older mice, significantly. Well-done study that suggests the same approach could work in other mammals -pets and humans.…

1 min · Biology
Biology

Bacterial ubiquitination

Not one but two studies published in this week's Nature Magazine on bacterial ubiquitination to defend against phages. Ubiquitination is the first step in protein degradation, labeling the protein for…

1 min · Biology
Artificial Intelligence

Cognitive Biases as Sampling Limitations

Understanding Cognitive Biases Through a Sampling Limitations Framework: A Comprehensive Review and Theoretical Integration Abstract This paper presents a comprehensive theoretical framework that…

34 min · Artificial Intelligence
Artificial Intelligence

Cognitive One-Way Functions

A one-way function is a fundamental concept in cryptography that's relatively easy to compute in one direction but extremely difficult to reverse. Let me explain with an example: Think of mixing paint colors -…

26 min · Artificial Intelligence
Artificial Intelligence

Recall vs Recognition

Here’s a clear comparison between recall and recognition, showing their differences in task demands and neuro-cognitive mechanisms. 1. Example Tasks Type Example Task Cognitive Demand --- --- --- Free Recall…

18 min · Artificial Intelligence
Senses & Perception

The Expanded Human Senses

When people say “the five senses,” they usually mean vision, hearing, taste, smell, and touch. But our bodies actually gather information from the world—and from within ourselves—in many other ways. Below is a…

18 min · Senses & Perception
Biotech & Pharma

The Chorus Revolution: How Eli Lilly's Virtual R&D Unit Redefined Pharmaceutical Productivity

Eli Lilly's Chorus unit, established in 2002, emerged as one of the most successful innovations in pharmaceutical R&D productivity, achieving 3-10x productivity improvements over traditional development models…

11 min · Biotech & Pharma
Evolution & Life

Fitness Beats Truth

The original “fitness beats truth” (FBT) theorems do not require an explicit assumption that “seeking truth is costly.” The key requirement, instead, is that evolution favors any perceptual or cognitive…

9 min · Evolution & Life
Biotech & Pharma

Can protein expression be ‘solved’?

That’s the title of a great Trends in Biotechnology article led by @the align foundation’s @erika debenedictis. I loved the preprint, I am thrilled to see it published. The Align Foundation is a @schmidt…

4 min · Biotech & Pharma
Artificial Intelligence

Don’t Judge an Article by Its Title

I was heartbroken when Harvard Business Review editors decided to title my 2003 article “Don’t Trust Your Gut” ( certainly a buzzier catchphrase than “How To Leverage Your Intuition With Analytics” or other…

4 min · Artificial Intelligence
Evolution & Life

The 20/80 Rule of Exploration: Bees, Ants, and Scouts

One caveat up front that matters for reading the table: "scout fraction" is not measured the same way across studies — some report a dedicated scout caste, others a trail-lapse rate (foragers that ignore an…

4 min · Evolution & Life
Biotech & Pharma

Is it time to retire druglikeness?

I was struck by a statement I read today about a Techbio company that "uses large language models to create billions of druglike molecules". I have nothing against this company and I think they do very…

2 min · Biotech & Pharma
Senses & Perception

Don’t Judge an Article by Its Title

I was heartbroken when Harvard Business Review editors decided to title my 2003 article “Don’t Trust Your Gut” ( certainly a buzzier catchphrase than “How To Leverage Your Intuition With Analytics” or other…

2 min · Senses & Perception
Cognitive Science

As long as customers are human (agents anyone?)

Aspect Psychological Speciation Political Speciation --- --- --- Definition Formation of distinct psychological groups that process information and reason differently Development of separate political…

2 min · Cognitive Science
Biotech & Pharma

Controlled colonization of the human gut with a genetically engineered microbial medicine

Wow, July 16th, 2025 was Gut Microbiome Day in Nature and Science! I am excited to see this Science paper (Controlled colonization of the human gut with a genetically engineered microbial medicine by Whitaker…

2 min · Biotech & Pharma
Artificial Intelligence

ACH

Jeremy Levin, my biggest issue with ACH has always been how flippantly the "CH" part of it has been treated compared to the quasi-monopolistic focus on the "A": where do the competing hypotheses come from, how…

2 min · Artificial Intelligence
Artificial Intelligence

The future belongs to curators!

In his 60 minutes interview with Anderson Cooper two years ago, legendary music producer Rick Rubin gave viewers, as usual, incredible insights into his success and also about the future (of humans and AI).…

2 min · Artificial Intelligence
Artificial Intelligence

Who Is the Endosymbiont?

In a fun and short speculative PNAS article titled “Could humans and AI become a new evolutionary individual?” (PNAS 122 (2025) No. 37 e250122122), Paul Rainey (Max Planck Institute for Evolutionary Biology in…

2 min · Artificial Intelligence
Biotech & Pharma

GLP-1 payback time

Sergey Kornilov thank you for sharing and for your analysis! Interesting results that point to problem areas and raises some questions... but the results come with enormous caveats. The biggest, I think, are:…

2 min · Biotech & Pharma
Artificial Intelligence

LegoGPT is here

Some 27 years ago, I was so impressed by Pablo Funes' work (with his PhD advisor the always ideating Jordan Pollack) (P. Funes and J.B. Pollack, “Evolutionary Body Building: Adaptive Physical Designs for…

2 min · Artificial Intelligence
Biotech & Pharma

Activation, inhibition, same effect: the infinite complexity of human biology

If you are like me and have been following the rise and rise and rise of GLP-1 analogues and other incretin drugs against obesity, diabetes, cardiovascular disease, w̶o̶r̶l̶d̶ ̶c̶o̶n̶f̶l̶i̶c̶t̶ and more, you…

2 min · Biotech & Pharma
Artificial Intelligence

AI hashtagagents, evolution is coming for you

Ok, by evolution I mean evolutionary computing (EC), meaning algorithms inspired by natural evolution such as genetic algorithms, evolution strategies, genetic programming and more. Why? Everyone, their…

2 min · Artificial Intelligence
Human + Machine

The great value migration

A useful preprint (Future of Work with AI Agents: Auditing Automation and Augmentation Potential across the U.S. Workforce; by Stanford University's Yijia Shao, Humishka Zope , Yucheng Jiang, Jiaxin Pei, David…

2 min · Human + Machine
Artificial Intelligence

Changing Times Twice a Year Is (Probably) Bad for Your Health

A clever computational model leveraging differential exposures to daylight by US location and the CDC PLACES health data by county was used to determine the possible health outcomes of switching from the…

2 min · Artificial Intelligence
Artificial Intelligence

You can't tell the difference between AI Slop and great content in your job? Consider another profession.

There is something happening in all kinds of business contexts, but most prevalent in the expensive content business, aka consulting: a lot of mediocre content (AI slop) is being generated by AI tools,…

1 min · Artificial Intelligence
Artificial Intelligence

An artistic Turing Test from the 160s

I found a description of the following experiment at (an intriguing discussion of AlphaGo's famous "random" or "genius" move 37). These two pictures were presented in 166 by A. Michael Noll, a Bell Labs…

1 min · Artificial Intelligence
Innovation & Discovery

Serendipity, penicilin and the prepared mind

Alexander Fleming's discovery of penicilin is a classic example of serendipitous discovery. "Fleming kept a messy lab. He left petri dishes, microbes and nearly everything else higgledy-piggledy on his lab…

1 min · Innovation & Discovery
Artificial Intelligence

Generative exaggeration

As we're witnessing generative exaggeration in humans on social media discussing LLM social agents (or artificial social crustaceans as David Ha would put it), a timely article by Walter Quattrociocchi and…

1 min · Artificial Intelligence
Biotech & Pharma

Merck on a Chinese roll!

In the fourth major deal with a Chinese biotech in just a few months ( Merck (MSD) is paying Hengrui Pharma $200m upfront (and up to $1.77bn on milestones plus royalties on net sales if approved) for a…

1 min · Biotech & Pharma
Artificial Intelligence

Jagged AGI is not really AGI

I totally agree with Ethan Mollick's assessment. Notwithstanding the fact that I am tired of AGI, I would go a little further. A slightly different task can indeed produce a drastically different performance,…

1 min · Artificial Intelligence
Artificial Intelligence

Use cases gone wild with Dunning-Kruger AI

One consequence of the current genAI hype is companies, large and small, rushing to apply it to use cases that are either inappropriate or for which the technology is not yet ready. Of course, the more…

1 min · Artificial Intelligence
Artificial Intelligence

(Lack of) Creative Control

A new wave of AI generation tools for images and videos has triggered a lot of excitement and fear. The reaction goes something like this: "Wow! Look at how realistic this image is. Can you tell this image is…

1 min · Artificial Intelligence
Artificial Intelligence

The ONE thing I find most exciting about hashtagDeepSeek

I am late to the armchair quarterbacking on DeepSeek, as I wanted to let the dust settle a little before forming an opinion. I think this work by a team from HKU, University of California, Berkeley, Google…

1 min · Artificial Intelligence
Artificial Intelligence

The "win-win" genAI answer engines should strive for

Tim O'Reilly wrote a concept-rich piece that I found incredibly novel and refreshing. Lots of ideas in Tim's article, and the one that stuck is best captured here: "... in the long term, if people stop…

1 min · Artificial Intelligence
Biotech & Pharma

Fractal enzyme(s)

I missed this paper in Nature last week, which reports "the discovery of a natural protein, citrate synthase from the cyanobacterium Synechococcus elongatus, which self-assembles into Sierpiński triangles."…

1 min · Biotech & Pharma
Artificial Intelligence

Self-Verifying and Mutually Verifying Agents reduce hallucinations and false results

The ability to create agentic workflows that can call tools and LLMs (Large Language Models) is opening up a universe of possibilities (and dangers too, but that’s for another post). Among them is verification…

1 min · Artificial Intelligence
Artificial Intelligence

Emergent misalignment

Cool Springer Nature article on "emergent misalignment" (Training large language models on narrow tasks can lead to broad misalignment, Jan Betley, Niels Warncke, Anna Sztyber, Daniel Tan, Xuchan Bao,Martín…

1 min · Artificial Intelligence
Artificial Intelligence

The anthropomorphization of AI and the AI-fication of humans

In last week's issue of Science Magazine, Melanie Mitchell reminded us that the narratives we weave depend crucially on the metaphors we use to describe a situation, an event, a concept, a tool, or hashtagAI.…

1 min · Artificial Intelligence
Artificial Intelligence

"Humans are not great at exceptions, but we are still, at least for now, better than machines"

An interesting statement made by Erik Brynjolfsson during his AI, Science and Society Conference hashtagAIActionSummit at École Polytechnique/Institut Polytechnique de Paris. The "at least for now" part. Erik…

1 min · Artificial Intelligence
Artificial Intelligence

Food Printing

I will come back to the topic of food printing in the context of generative thinking -and, of course, generative AI. That was the reason behind our first (2005) foray into food printing and the premise of…

1 min · Artificial Intelligence
Biotech & Pharma

Fantastic Four

In an interview for the fantastic Longevity.Technology, Nir Barzilai lists the 4 highest-scoring FDA-approved drugs for humans. It is striking that 3 of the 4 drugs were primarily developed as anti-diabetic…

1 min · Biotech & Pharma
Biotech & Pharma

Pharmacomicrobiomics

Dr. Amine ZORGANI even if not pursuing microbiome therapeutics, Pharma/Biotech should be interested in interactions between drugs and (mostly gut) microbiome. But it is too complex for an industry that is…

1 min · Biotech & Pharma
Biotech & Pharma

E coli delivering serotonin

Intriguing article by a group at Columbia and TU Denmark Lingby: orally delivered E. coli Nissle 117, a workhorse of synthetic biology and the preferred chassis in a number of attempts for human therapeutics,…

1 min · Biotech & Pharma
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