Sunday, July 05, 2026

Models Invoking other Models

This seems to be a recent, major trend in ML & AI research and deployment.

Notice this company is headquartered in Japan. Previously, Japan is not exactly known as a hotbed for ML & AI.
 
"Models that orchestrate the activities of other models and agents achieved state-of-the-art performance on a variety of benchmarks, outperforming the best individual models working alone. ..."

From the abstract:
"The capabilities of frontier Large Language Models (LLMs) continue to advance, with different providers increasingly specializing in distinct domains. This raises a natural next objective: how to combine the individual specializations of various LLMs into a collectively intelligent system.
To this end, we report the development of Sakana Fugu, a family of orchestrator models that harness and amplify the capabilities of an LLM agent team. Fugu models are themselves language models trained to understand user queries and dynamically devise agentic scaffolds to solve them. 
Through these adaptive scaffolds, Fugu accesses performance beyond any individual LLM agent, achieving state-of-the-art results compared to other publicly accessible models across a range of challenging tasks, including SWE-Bench Pro, Terminal Bench, LiveCodeBench, GPQA-Diamond, Humanity's Last Exam, and CharXiv Reasoning.
We release two models: Fugu, which balances performance with latency for everyday use, and Fugu-Ultra, which prioritizes answer quality on the hardest problems.
We describe our training paradigm, which encompasses large-scale fine-tuning, evolutionary algorithms, and reinforcement learning approaches, along with the infrastructure and core design principles that turn these methods into a production system.
We hope this report encourages further research into multi-agent systems and dynamic, query-adaptive agentic scaffolds as a path toward the next frontier of AI capabilities, accessed through collective intelligence."

OpenAI's GPT-5.6 Family, New Ways to Train Robots, Models Invoking Models


Sakana Fugu Technical Report (preprint, open access)




Almost 90 new unicorns have been minted so far this year by month

Good news!

Unfortunately, the article contains no tables and no charts, only a long list of company names by month!

Almost 90 new unicorns have been minted so far this year — here they are | TechCrunch

EV Batteries Are Defying Expectations After Hundreds of Thousands of Miles

Good news, e.g. for the used car market!

I bet, the Chinese EV makers knew this already for many years.

Caveat: I was not able to find the underlying data/study from Recurrent.

"Up to 95%
How much of its original range the average EV will still be able to drive after five years on the road—better than many in the auto industry expected. ..."

"Data from battery analytics company Recurrent shows that the average electric vehicle retains up to 95% of its original driving range after five years on the road. 

Battery replacement rates have also fallen sharply as technology has improved, with just 0.3% of EVs built since 2022 requiring a battery replacement, compared with roughly one in 12 vehicles produced between 2011 and 2016. ..."

EV Batteries Are Defying Expectations After Hundreds of Thousands of Miles - WSJ "Industry experts think newfound knowledge of battery durability is a game-changer for consumer confidence in EVs"

Brain–computer interface detects hidden awareness in unresponsive patients

Amazing stuff!

"The system detects patterns of brain activity through a wearable headset using an advanced application of brain-computer interface (BCI) technology.

Across multiple experimental sessions, the researchers uncovered signs of consciousness that were previously undetected in unresponsive patients.

This represents a potential advance in diagnostic methods and rehabilitation planning for patients. It also offers possibilities for future technologies that may help patients communicate without the use of voice or movement. ..."

"... Key findings included:

  • 31 of 42 participants (73.8%) showed reliable intentional modulation of brain activity – i.e. consistent patterns or rhythms in the signals – when asked to imagine specific movements. 
  • Approximately 90% of those participants progressed to the phase of the study designed to elicit yes-no responses.
  • Brain responses often became more consistent across sessions. 
  • When used alongside standard behavioural tests, the multi session BCI approach improved detection of minimal conscious state from 39% to 69%, helping identify awareness that might otherwise go unnoticed. 
..."

From the abstract:
"Background
Accurate assessment of residual awareness in patients with Prolonged Disorders of Consciousness (PDoC) remains a major clinical challenge, as conventional behavioural tools can underestimate covert cognition. This study evaluates whether a structured, multi-phase motor imagery Brain–Computer Interface (MI-BCI) protocol provides objective electroencephalography (EEG)-based indicators of awareness that complement behavioural assessments.

Methods
Forty-four participants (N = 44) completed repeated imagined-movement tasks using wearable EEG (PDoC: 
Unresponsive Wakefulness Syndrome (UWS, n = 14),
Minimally Conscious State (MCS, n = 17),
Locked-In Syndrome (LIS, n = 11);
two able-bodied participants as benchmarks; ClinicalTrials.gov: NCT03827187; 30-01-2019). The protocol assessed sensorimotor rhythm modulation, training with and without neurofeedback, and binary question answering across phases. Standard behavioural assessments (CRS-R and WHIM) were administered at each session.

Results
Significant MI-BCI decoding accuracy (DA) is achieved by 73.8% of patients, of whom 90% progress to Q&A testing and frequently exceed the 70% usability threshold, revealing marked inter-individual heterogeneity.
For significant MI-BCI runs, LIS outperform MCS (p = 0.007) and UWS (p = 0.048), while UWS exceed MCS during Q&A (p = 0.049), driven by familiar-voice stimuli.
Using leave-one-subject-out cross-validation, combining predictions from DA and behavioural assessments improves balanced diagnostic accuracy to 62% (from 55%), increasing sensitivity to MCS (39% to 69%), with a modest reduction in LIS sensitivity (78% to 67%). Task-related activity over sensorimotor and parietal cortices differentiate diagnostic groups.

Conclusions
The structured MI-BCI protocol demonstrates potential as a movement-independent, EEG-based tool for distinguishing UWS, MCS and LIS. Integrating DA and spatial patterns yields diagnostic information that may augment behavioural assessment and advance objective tools for evaluating awareness in PDoC."

Brain–computer interface detects hidden awareness in unresponsive patients

Using brain technology, awareness is detected in unresponsive patients " (original news release) A new approach using repeated assessments to identify signs of hidden awareness in people who cannot speak or move after brain injury has been demonstrated."



Fig. 4: Decoding accuracy (DA) across runs for all participants.


Lab-grown retinal cells show promise for new eye therapies

Good news! This could be a breakthrough! Make the blind see again!

"Biomedical engineers ... have used induced pluripotent stem cells (iPSCs) to grow specialized blood vessel cells critical to retinal health for the first time. When injected into mouse models of retinal disease, these "retinal endothelial cells" integrated into the damaged tissue to regenerate blood vessels and restore retinal function. Researchers also demonstrated the cells' ability to form functional retinal vascular tissue in a lab-grown environment, providing a pathway to model and research various eye diseases. ..."

From the abstract:
"Retinal microvascular diseases involve a compromised inner blood–retina barrier (iBRB), which remains poorly understood. A renewable source of human iBRB endothelium is thus vital for advancing eye research and treatment development.
Here we differentiated human induced pluripotent stem cells into retinal endothelial cells (iRECs) via the Wnt–β-catenin pathway, namely Norrin–Frizzled4 signalling.
These iRECs show genetic, protein and functional fidelity as well as unique retinal features.
When injected into oxygen-induced retinopathy mice, iRECs integrated into the host vascular network and revascularized the ischaemic eye, rescuing the tissue.
In microphysiological models, iRECs form perfusable microvascular networks that recapitulate iBRB morphology and phenotype in both healthy and diabetic states while also physiologically organizing and interacting with induced pluripotent stem cell-derived retinal pericytes.
Our study establishes functional human iRECs and microphysiological iBRB models that facilitate mechanistic studies aimed at identifying therapeutic targets and promoting the revascularization of injured retinas, thereby supporting treatment advancement."

Lab-grown retinal cells show promise for new eye therapies

Lab-Grown Retinal Cells Show Promise for New Eye Therapies (original news release) "Critical cells that line retinal blood vessels grown from stem cells restore retinal function in mouse models and form retinal tissue in a lab for future disease studies."



This image depicts a mouse’s retina suffering from conditions similar to diabetic retinopathy both before (right) and after (left) being treated with human lab-grown retinal endothelial cells.
The green in the left image shows the human lab-grown retinal endothelial cells integrating into the damaged mouse retina, demonstrating their potential use to treat early stages of the disease.


Fig. 1: Derivation of retinal endothelial cells from human induced pluripotent stem cells via the Norrin–Fz4 axis.


Fig. 4: iRECs revascularize the ischaemic eye.


The Great Fragmentation: Why the institutions of liberal democracy must be reinvented

Recommendable! Food for thought!

"The received wisdom held that the world was converging. Globalisation, the internet, mass migration — all were supposed to flatten differences and draw humanity toward a shared modernity. Yet the reality unfolding around us tells a fundamentally different story. Our societies may be converging in many respects. Yet, at the same time, they are fracturing in much more others. The forces reshaping the modern world are producing not homogenisation but an accelerating diversification of values, identities, and ways of life. The institutions we rely on to hold them together were designed for a world that is rapidly disappearing.

This is not a political observation but a structural one, with implications that go far beyond the culture wars dominating our current moment.

Technology Divides as Much as It Connects ...

Institutions Built for a Different World ..."

The Great Fragmentation - by Institute of Economic Affairs

Egypt uncovers lost Byzantine-era city in an oasis in the western desert

Good news! Exciting! Tourism and archaeology are sometimes in conflict!

I thought, it has become a little quiet regarding new archaeological discoveries coming out of Egypt! Not anymore! 😊

"Archaeologists uncovered a well-preserved fourth-century Byzantine settlement in Egypt’s Dakhla Oasis, revealing homes, a basilica church, coins, and written records that offer a rare glimpse into daily life 1,600 years ago. ..."

"A well-preserved Byzantine-era residential city in the western desert is one of two major archaeological finds announced by Egypt on Saturday.

The recent discoveries at the Dakhla Oasis and at the Marina el-Alamein archaeological site, near Alexandria, are the latest findings which the Egyptian government hopes will boost the country’s vital tourism sector, partially driven by antiquities sightseeing. ...

The unearthed quarters included north-south thoroughfares intersected by east-west streets, forming open squares and public spaces, said Hisham el-Leithy, secretary general of the supreme council of antiquities.

A basilica church, dating back to the mid-fourth century, stands at the settlement’s head, overlooking its main streets, along with remains of two watchtowers to safeguard the outskirts, said Mahmoud Massoud, who chairs the archaeological mission.

The oasis, located in Egypt’s western province of New Valley in the western desert ...

A heavily fortified structure with thick defensive walls, and many houses consisting of reception halls and vaulted roofs were found in the area, Massoud said.

Among them were the house of Tisous, identified as a church deacon and dating to the second half of the fourth century, which archaeologists believe served as a house church before the construction of the city’s basilica.

Archaeologists also uncovered bread ovens, kitchens and stone grinding tools that had been apparently used to produce food. Also found were well-preserved bronze coins bearing portraits of Byzantine emperors, Latin inscriptions and Christian symbols, alongside a group of gold coins dating to the reign of Roman emperor Constantius II, who ruled between 337 and 361, the ministry statement said. ..."

Sunday, July 5, 2026 - Join The Flyover

Egypt uncovers lost Byzantine-era city in the western desert "Archaeologists have unearthed fourth-century quarters in Egypt, revealing residential and religious structures, including a basilica church"

Israel sent IDF soldiers, Iron Dome system to Abu Dhabi during Iran war confirmed by Israeli government

Good news! Bravo! The Abraham Accords keep on giving!

"... While The Jerusalem Post and other media outlets reported the event on April 26, the report had to be attributed to “foreign sources” at the time.

However, with Transportation Minister Miri Regev confirming it publicly on Sunday, such attribution is no longer necessary. ...

Dozens of Iranian missiles fired towards the Gulf state were intercepted by the system.

This was the first instance of the Iron Dome being utilized operationally outside of the United States or Israel, though Singapore has previously reportedly purchased and received the Iron Dome, and Romania is expected to do so as well. ...

Iran fired several hundred more ballistic and cruise missiles at the UAE during the war than it did at Israel and also launched thousands of drones at it. ..."

Israel sent IDF soldiers, Iron Dome system to Abu Dhabi during Iran war | The Jerusalem Post "Multiple Israeli officials have stated that the decision to send the Iron Dome battery and interceptors was made after Prime Minister Benjamin Netanyahu held a phone call UAE's Mohammed bin Zayed."


Iron Dome batteries are seen stationed near the southern Israeli city of Sderot, August 6, 2022


On Subquadratic Architectures: From Applications to Principles

This could be an interesting new paper by Sepp Hochreiter and his team.

From the abstract:
"Transformers dominate modern sequence modeling, but their quadratic attention incurs substantial computational cost.
Subquadratic architectures offer a scalable alternative. However, it remains unclear which designs yield the most effective sequence models. We compare three leading approaches: xLSTM, Mamba-2, and Gated DeltaNet.
We evaluate these models on tasks with complex dependencies:
(1) code-model pre-training,
(2) distillation of code models from large language models, and 
(3) pre-training of time-series foundation models.
Across these settings, xLSTM delivers the strongest overall performance. To explain xLSTM's advantage, we present a unified formulation and analyze the underlying architectural mechanisms, focusing on state tracking and memory dynamics.
Our results show that xLSTM enables more flexible and stable memory correction via its gating scheme.
We corroborate these findings on controlled synthetic length-generalization tasks. Overall, our findings indicate that xLSTM's gains on complex tasks stem from robust state tracking and accumulation."

[2606.12364] On Subquadratic Architectures: From Applications to Principles




Underground church figure Jin Mingri freed from prison by China after intervention by President Trump

Good news! Bravo President Trump! How many political prisoners are there in China?

Why are these kind of news so rare coming out of China? Does the Communist Party of China release political prisoners so seldom or does it not publish these releases?

"Underground church leader Jin Mingri has been released from prison in China and has travelled to the US, less than two months after his incarceration was raised directly by Donald Trump.

The pastor and founder of the Zion Church had been imprisoned following overnight raids across China in October, described by Christian groups as one of the strictest crackdowns on religious activity in the country's modern history. ..."

Chinese underground church figure Jin Mingri freed from prison


Jin Mingri, founder of the Zion church, was detained in Beijing in October 2025


How Xi Jinping Steamrolls Dissent With Tactics From Stalin and Mao

This should be an interesting article by the Wall Street Journal!

When will China become a democracy to compete with the largest democracy on Earth, i.e. India?

Xi Jinping (age 73) is the General Secretary of the Chinese Communist Party since 2012.

"Chinese leader Xi Jinping is employing the sort of autocratic tactics once wielded by Joseph Stalin and Mao Zedong to stamp out opposition and stack the leadership with acolytes as he prepares to extend his reign.

In a throwback to the most powerful Communist leaders of the 20th century, Xi has purged dozens of senior officials—even his own protégés—overseen the growth of a cult of personality and demanded absolute loyalty. ..."

How Xi Jinping Steamrolls Dissent With Tactics From Stalin and Mao - WSJ (behind paywall) "China’s leader draws from autocrats’ playbook to expand power, oust potential rivals and lay groundwork to rule indefinitely"




99,6 % Rückgewinnung: Wie ein Verfahren aus China alte E-Auto-Akkus direkt zu neuen macht

Gute Nachrichten! Liegen die Chinesen auch in diesem Bereich weit vorne?

Aber China hat es auch dringend nötig! Z.B. es gibt etwa mehrere 10 Millionen elektrische Motorräder in China, die täglich intensiv benutzt werden.

"... Eine mögliche Antwort kommt aus China: Das EPA [Europäischen Patentamt] hat heute (2. Juli) in Berlin Xie Yinghao, Yu Haijun und ihr Team von Brunp, der Recyclingtochter des chinesischen Batterieherstellers CATL, mit dem Europäischen Erfinderpreis 2026 in der Kategorie „Nicht-EPA-Länder“ ausgezeichnet.

Ihr Verfahren wandelt ausgediente Lithium-Ionen-Batterien direkt in neues Kathodenmaterial um – nach Angaben des Unternehmens mit einer Rückgewinnungsquote von 99,6 % für Nickel, Kobalt und Mangan. ...

Die Bilanz kann sich sehen lassen, stammt allerdings vom Unternehmen selbst:
  • 99,6 % des Nickels, Kobalts und Mangans und 96,5 % des Lithiums ließen sich zurückgewinnen
  • der Verbrauch von Säuren und Laugen sank um 73 %
  • der CO₂-Fußabdruck des regenerierten Kathodenmaterials lag um 61 % unter dem der herkömmlichen Herstellung
..."

99,6 % Rückgewinnung: Wie ein Verfahren aus China alte E-Auto-Akkus direkt zu neuen macht "Ab 2030 dürften weltweit jährlich rund 1,2 Mio. E-Auto-Batterien ihr Lebensende erreichen; 2040 könnten es schon 14 Mio. pro Jahr sein. Ein chinesisches Team macht aus alten Akkus direkt neues Kathodenmaterial – und erhält dafür jetzt den Europäischen Erfinderpreis 2026."



Das Sieger-Duo.


Robots Need More than VLA and World Models

This could be an interesting paper by Marco Hutter and Jan Peters.

From the abstract:
"Generalist robot intelligence is often framed as a policy-scaling problemcollect more robot demonstrations, train larger Vision-Language-Action (VLA) models, and expect broader generalisation.
In this position paper, we argue that this framing is incomplete. The central bottleneck is not only policy learning, but the absence of mechanisms that convert the world's abundant unstructured behavioural data into grounded robot supervision.
Human motion, internet video, simulation rollouts, and interactive demonstrations contain rich information about tasks, goals, contacts, failures, and physical constraints, yet most of this information is not directly usable by robot policies because it lacks embodiment-specific action labels, task semantics, and reward structure.
We identify four missing components for the next generation of robotics:
data interfaces for autolabelling unstructured behaviour,
embodiment interfaces for retargeting human motion to robot actions,
world-model interfaces for physics-grounded 3D reasoning, and 
reward interfaces for inferring task progress and success from video and language.
We survey recent progress in robot foundation models, cross-embodiment datasets, learning from video, world models, and reward modelling, and propose a research agenda for building robotics systems that can learn not only from robot demonstrations, but from the broader physical world."

[2606.06556] Robots Need More than VLA and World Models




How Rogue Nations Are Using Cryptocurrencies to Evade Sanctions

Should be an interesting article by the Wall Street Journal!

What drives the high market price of e.g. Bitcoin?

"Iran, Russia, North Korea and other targets of sanctions have dramatically increased their use of virtual currencies to duck U.S. pressure, handling around $100 billion worth of crypto last year alone, firms that track the flows say. ..."

How Rogue Nations Are Using Cryptocurrencies to Evade Sanctions - WSJ (behind paywall) "Blacklisted entities handled $100 billion in crypto in 2025, financing terrorism and weapons"




Saturday, July 04, 2026

Immune molecule may drive excessive drinking in alcohol use disorder

Good news, but progess on this subject is slow!

"The drugs that keep rheumatoid arthritis in check may one day help people stop drinking. A new ... study shows that an anti-inflammatory molecule, already approved by the U.S. Food and Drug Administration to treat autoimmune diseases, reduces excessive alcohol consumption in alcohol-dependent female mice. ..."

From the abstract:
"Alcohol use disorder (AUD) is one of the most prevalent mental health disorders worldwide yet effective therapeutics remain limited.
Mounting evidence indicates that dysregulated immune signaling in the brain plays a role in AUD pathophysiology. Activation of pro-inflammatory pathways like the interleukin-6 (IL-6) pathway represents a potential point of convergence between synaptic dysfunction and motivational changes in AUD that remain undiscovered.
Thus, using a translational neuroscience approach and well-established model of chronic alcohol intake, we investigated the cell-type specific role of IL-6 signaling in the central amygdala, a critical region in the development and maintenance of alcohol dependence.
We demonstrate that chronic alcohol exposure recruits IL-6-related pathways in humans and rodents via astrocytic, neuronal, and microglial mechanisms, and that IL-6 inhibits central amygdala GABAergic transmission.
Notably, systemic administration of an IL-6 receptor antibody decreased alcohol drinking in alcohol-dependent female mice.
Collectively, our findings support IL-6 inhibition as a novel-neuroimmune-targeted therapeutic strategy to reduce excessive drinking in the context of AUD."

Immune molecule may drive excessive drinking in alcohol use disorder | Scripps Research "Scripps Research scientists showed that blocking an immune molecule tied to inflammation reduced alcohol consumption in mice."



Fig 1 IL-6 signaling pathway and overall experimental timeline.


Why do we learn so little about transgender boys/men competing in male sports?

Food for thought! There is an tremendous sex bias in public reporting on transgender individuals!

Are males more prone to become transgender than females? 

Do males perhaps gain more from being transgender than females?

Do such transgender boys/men (biological girls/women) not exist? Are they being ignored/overlooked by news media etc.?

Do such transgender boys /men not want to compete in boys/men sports where they would have an advantage?

On Thomas Jefferson's Religious Beliefs

A fitting topic for 250th Anniversary of the Declaration of Independence!

I think, I agree with Thomas Jefferson!

"Jefferson took the issue of religion very seriously. A man of the Enlightenment, he certainly applied to himself the advice which he gave to his nephew Peter Carr in 1787: "Question with boldness even the existence of a god; because, if there be one, he must more approve the homage of reason, than that of blindfolded fear."

 Jefferson read broadly on the topic, including studying different religions, and while he often claimed that religion was a private matter “between Man & his God,” he frequently discussed religion. ...

Jefferson was deeply committed to core beliefs - for example, the existence of a benevolent and just God. Yet, as with any human, some of Jefferson’s beliefs shifted over time and were marked by uncertainty, and he accepted that some of his less central beliefs might be wrong; e.g. his belief that everything in the universe had a wholly material existence rather than there being both material and spiritual worlds. Jefferson insisted that such matters of dogma were not critical; telling one correspondent that on these “I … reposed my head on that pillow of ignorance which a benevolent creator has made so soft for us, knowing how much we should be forced to use it.” ...

Jefferson was a devout theist, believing in a benevolent creator God to whom humans owed praise. In an early political text, he wrote that “The god who gave us life, gave us liberty at the same time;…”

He often referred to his or “our” God but did so in the language of an eighteenth century natural philosophy: “our creator,” the “Infinite Power, which rules the destinies of the universe,” “overruling providence,” “benevolent governor,” etc. In 1823, he wrote to John Adams referring to “the God whom you and I acknowledge and adore” while denouncing atheism. ...

As he aged, Jefferson spoke passionately about the prospect of meeting loved ones in heaven, assuring a bereaved John Adams after the death of his wife Abigail, that “it is of some comfort to us both that the term is not very distant at which we are to deposit, in the same cerement, our sorrows and suffering bodies, and to ascend in essence to an ecstatic meeting with the friends we have loved & lost and whom we shall still love and never lose again.” ..."

Jefferson's Religious Beliefs | Monticello "A Christian, a deist, or an atheist? Thomas Jefferson’s religious beliefs have long been a subject of public discussion and controversy,"

Why We Don't Care That the Amish ‘Don't Assimilate’

One of many good reasons why to celebrate 250th anniversary of the Declaration of Independence!

The Amish people living in the US is one of several reasons why I chose to permanently leave Germany to live and become a US citizen in the United States!

Young Amish men are exempted from military draft because of their pacifism! "During a military draft, young Amish men are eligible to claim formal Conscientious Objector (CO) status, which historically allows them to perform alternative civilian service rather than bearing arms." (Google)

"... The Amish do have their own communal moral and legal code – the Ordnung (German for “order” or “discipline”) that has historically put them in occasional conflict with federal law: for example, the Ordnung forbids relying on government public assistance. The Amish view this as a failure to trust in God’s providence and a violation of the church’s duty to care for its own elderly and sick, so Congress granted them an official federal exemption to waive their Social Security taxes – which meant the Amish gave up any right to receive future benefits. This is hardly a burden on their fellow taxpayers. ..."

Why We Don't Care That the Amish ‘Don't Assimilate’ | Frontpage Mag "“Restatement of the obvious has become the first duty of intelligent men.”"

Syria forms first parliament since fall of Assad under transitional government

Good news! Good luck and lot's of success! Hopefully, the decades long dictatorship by the Assad family will be left behind for a better future!

"Syria’s Higher Committee for People’s Assembly Elections announced on Wednesday the names of the members of the new People’s Assembly. This is the new parliament of Syria, and it has been a year in the making.

Syria has created a relatively complex system to appoint the new members of this assembly. This will be the first assembly or parliament since the fall of the Assad regime. It is taking shape as Syria is led by a transitional government of Ahmed al-Sharaa. ..."

Syria forms first parliament since fall of Assad under transitional government | The Jerusalem Post "The new parliament has 140 elected seats and 70 appointed by the president."


Ahmed al-Sharaa and his wife Latifa al-Daroubi (source)




For the First Time, a Cell with a genome Built From Scratch Grows and Divides like completing a cell cycle

Amazing stuff!

I bet with machine learning & AI we will soon be able to considerably improve creating synthetic cells.

"It’s just a microscopic water droplet surrounded by a fatty membrane and stuffed with chemicals and snippets of DNA encoding a mere 36 genes. But it’s also arguably the closest researchers have come to building a living cell from scratch. In work ... show their creation, nicknamed SpudCell, can grow by fusing with other droplets, replicate its genome, and divide.

“This is a stunning scientific achievement,” ... But researchers note that SpudCell remains far from a living cell, as it can’t divide over many generations or evolve. ...

Researchers have long dreamed of creating cells in the lab, to both understand life’s fundamentals and produce cells that can be better engineered to make certain compounds. But most have set their sights lower and tried to replicate individual cell functions, such as feeding or growth. Putting multiple functions together has been extremely challenging, because each tends to work best under a different set of conditions, for instance a certain amount of magnesium or a specific level of acidity. “Being able to incorporate all of these modules together in a synthetic cell is the feat that the field has been waiting for,”  ...

“But [the droplets] were never able to feed and divide based on their genome,” ..."

"The system contains 36 purified enzymes, a 90,000 base pair genome spread across nine separate DNA molecules, and a lipid membrane. SpudCell is able to grow, replicate its genome, divide, and undergo selection and competition across multiple generations.

Unlike earlier work on minimal cells that carved down living cells, SpudCell is built entirely bottom-up from individually purified, non-living components. It is the first time such a system has demonstrated a complete cell cycle.

What SpudCell demonstrates
Genetically controlled feeding and growth. SpudCell grows by fusing with small “feeder liposomes” that deliver lipids for membrane growth plus nutrients including ribosomes, enzymes, and small molecules. Fusion happens when a protein that SpudCell makes from its own DNA locks onto the feeder’s membrane, with the cell’s DNA directly controlling whether it can feed, how fast it grows, and how large it becomes. Natural cells make their own nutrients through metabolism, which requires hundreds of genes encoding metabolic enzymes. By feeding externally instead, SpudCell can complete a full cell cycle with a much smaller genome.
Division without cytoskeleton. Natural cells divide using internal scaffolding called a cytoskeleton. Building a functional cytoskeleton from scratch has been a major bottleneck in synthetic cell research because it requires dozens of proteins working in coordination. SpudCell sidesteps this entirely, with proteins crowding together on the membrane surface until the mechanical stress makes the membrane split. Cells that make more of this surface protein divide more efficiently, directly coupling the genome to reproductive success.
Selection and competition. When researchers introduced a genetic change that increased production of the fusion protein, cells with that change grew faster and produced more offspring. After five generations, the faster-growing variant had outcompeted the original. Under nutrient scarcity, the advantage increased. This demonstrates selection and competition operating in a fully synthetic chemical system. ..."

"... Much work remains to turn the construction of individual SpudCells into a true engineering pipeline. The cell’s seven DNA plasmids need to be consolidated into a single, more stable genome, and further molecular machinery needs to be built. ... there is also an infrastructure challenge, since different labs do not have shared standards for a working cell.

“This was exceptionally difficult work to scale,” ... “The knowledge in this space is very hard to explain, so we had collaborators on the project fly in for in-person demonstrations just to get particular techniques working. That’s not scalable. ..."

From the abstract:
"Cells are the fundamental unit of life. Yet there is no natural cell for which all its life-essential functions are understood.
Here we demonstrate a complete cell cycle for a synthetic cell undergoing selection, with genome replication, growth, resource acquisition via feeding, and genetically encoded division. The cell is encoded via a 90kb genome that includes functions needed for resource uptake, transcription, translation, growth, genome replication, and division. The resulting synthetic cell is sufficiently encouraging to support routinization of synthetic cell engineering workflows, and will ultimately underlie diverse applications across all of biotechnology."

For the First Time, a Cell Built From Scratch Grows and Divides | Quanta Magazine

Lab-created ‘SpudCell’ marks ‘stunning’ step toward building life from scratch "A synthetic cell can now grow and divide—but it’s still far from alive"







Fluorescent microscopy of SpudCell - a synthetic cell assembled entirely from non-living chemical components - undergoing division.


Ukraine Says Chinese components are linked to Russian Weapons

How much has China become an arms supplier to the world? Could China possibly stop the Russo-Ukrainian War by cutting off military supplies to Russia?

When dictators like Xi Jinping and Putin the Terrible support each other!

Apparently, Russia also sources components from various Western countries (even Taiwan).

"China has shown no visible response for six months after Ukraine handed over detailed evidence that Chinese components were being used in Russian weapons, even as the share of such parts continues to grow, Ukraine’s presidential sanctions commissioner Vladyslav Vlasiuk said.

“Six months ago, they received files with exhaustive serial numbers, and in six months there has been realistically no response,” Vlasiuk told journalists on Friday.

Ukraine has been systematically collecting and cataloging foreign-made components found in Russian missiles and drones, including serial numbers that can help governments and law enforcement agencies trace how the parts reached Russia. ...

According to Vlasiuk, Chinese-made components are being found alongside parts from Germany, Japan, Switzerland, Taiwan, and the US in Russia’s most frequently used weapons, including Kh-101 cruise missiles, Iskander ballistic missiles, and Shahed-type attack drones. ..."

Ukraine Says China Ignored Evidence Linking Its Components to Russian Weapons "In brief: Ukraine says China has yet to respond to detailed evidence, including serial numbers, that links Chinese-made components to Russian missiles and drones as foreign components continue to be found in Moscow's weapons."

Just six states generate almost half of the US GDP

Impressive! This is not really news, because this has been known for years! However, it does not hurt to publish a reminder.

"The United States economy has grown to nearly $31 trillion, by far the largest in the world, and just six states generate almost half of it, according to a new analysis of federal data.

California leads the pack with $4.3 trillion in output, nearly 14% of the national total.
Texas ($2.9 trillion), 
New York ($2.5 trillion),
Florida ($1.8 trillion), 
Illinois ($1.2 trillion), and 
Pennsylvania ($1.1 trillion) round out the trillion-dollar club. ..."

Friday, July 3, 2026 - Join The Flyover

Cleaner skies, sizzling summers: How less air pollution may amplify Europe's heat

This has been suggested multiple times in the last 1-2 years or so if I remember correctly!

Let's not forget we just came out of an ice age, i.e. the Little Ice Age from about 1300 AD to 1850 AD. Naturally, things warm up again! 😊

Something similar can also be said about Arizona: A cloudy summer day (rare) is a lot cooler than a blue sky summer day (most of the time).

This article is also another warning that so called climate models ought to be treated with a large dose of skepsis in the past and present and overall! Climate is a very complex natural phenomenon that we still poorly understand!

Probably, too many climate scientists have a strong love affair (emotional attachment, bias) with the cute term greenhouse gases (GHG)! Almost as if GHG was self explanatory!

"... A new study, published in Geophysical Research Letters, reveals that recent European summers have been characterized by an increase in these "quasi-stationary" wave patterns, effectively trapping heat over the continent and creating what feels like a giant, unmoving heat dome. ...

For decades, sulfate aerosols from coal plants and smokestacks acted like a dimmer on the sunlight over Europe. One researcher notes these particles "have masked the warming…by just over one degree on average" in summer. But once clean-air laws kicked in and sulfates fell, "the temperature increased rapidly." ..."

From the abstract:
"Compared to observations, climate models underestimate the recent increase of European summer temperatures, due to an underestimation of Quasi-stationary Rossby Wave (QSW) trends over Europe. This is partially due to unpredictable internal variability and partially due to an underestimation of the predictable signal in response to external forcings. The analysis of a large ensemble of historical simulations shows that forcing factors generate changes in QSW and European summer temperatures consistent with those from observations but with a lower magnitude, making most of the observed changes predictable by the models through a signal adjustment.
The analysis of single forcing experiments shows a major contribution of aerosols starting from 1980, when the reduction of sulfate aerosol emissions over Europe is associated with a longitudinal temperature asymmetry, which alters the atmospheric circulation. These results further demonstrate the need to account for model errors to best estimate past and future changes in climate."

Cleaner skies, sizzling summers: How falling pollution may amplify Europe's heat


Increase in European summer heatwaves driven by greenhouse gases and amplified by aerosol emission reductions (open access; it appears there is even a second, similar paper published almost at the same time)

From Artificial General Intelligence (AGI) to Artificial General Superintelligence (ASI)

This could be an interesting new paper (57 pages) by Thore Graepel, Marcus Hutter, and Shane Legg and their team.

From the abstract:
"Over the last decade, building human-level artificial general intelligence has moved from far-fetched speculation to being a concrete next-decade target for many of the largest AI organisations. Achieving this goal would have profound and far-reaching impacts on human society, which raises many complex questions for the decade ahead.
This report investigates how AI itself might continue to develop in a post-AGI world along the continuum of machine intelligence. The endpoint of this continuum, Universal AI, is theoretically well understood, which provides some formal grounding for the 
main focus of this report: the transition from human-level AGI to artificial general superintelligence, which, intuitively, can be understood as a system that is more intelligent and cognitively capable than large organisations of humans. 
After characterizing ASI, the report discusses four potential pathways from AGI to ASI: scaling AGI, AI paradigm shifts, recursive improvement, and ASI emerging from large-scale multi-agent collectives. 
The report then discusses possible frictions and bottlenecks along these pathways. Determining whether the impact of these frictions will be negligible or substantial raises a number of concrete open research questions.
Due to large uncertainties for predicting ASI progress, it cannot be ruled out that AI progress might continue to accelerate over the next years. This could imply that the image of a single transformative step change, caused by the introduction of human-level AGI into our society, could be inaccurate. More apt might be the prospect of a series of transformative societal changes caused by AI-enabled progress and breakthroughs across many areas of science and technology. Preparing for this prospect requires a massively interdisciplinary endeavour of global scope and interest."

[2606.12683] From AGI to ASI








Directional routing of single photons

Amazing stuff! However, through Google search I found what appears to be a  similar work published in 2015 (a PhD dissertation).

"Photons are robust and can travel long distances, making them ideal carriers of quantum information. However, communication between nodes on a network requires directional control of the photons. Emission from excited atoms, for instance, can generally take any direction.
Li et al. demonstrated a direction-switchable single-photon emitter using Rydberg polaritons. The ensemble of cesium atoms is first excited with a laser pulse, and then a second retrieval pulse is used to de-excite the system and extract the stored photon. The direction of the retrieval laser determines the direction of the emitted photon. Using this protocol, the angle difference between the incoming and redirected photon can be up to 100°. Such control over the directional emission should prove useful for quantum communication."

From the abstract:
"A promising route toward quantum networking is via photons as information carriers, requiring deterministic quantum nonlinear optical operations and single-photon routing.
Here, we demonstrate a direction-switchable single-photon emitter using a Rydberg polariton. The Rydberg component of the stored photon is changed using a stimulated Raman transition with a specific intermediate state.
By adjusting the direction of the retrieval laser, we can redirect the emitted photon into a rich variety of alternative modes. We experimentally demonstrate a redirection angle of  . 
Building upon this scheme, we propose a quantum routing of single photons with  output channels by rotation of the retrieval laser, where all directions have identical routing efficiency. In addition, the protocol reduces the effect of motional dephasing, increasing the photon lifetime to µs (  times the photon processing time), enabling functional quantum devices based on Rydberg polaritons."

In Other Journals | Science



Fig. 1. Experimental realization and relevant energy levels. 


Friday, July 03, 2026

Meta quietly launches vibe-coded gaming app Pocket that lets users generate and share interactive mini games

Amazing stuff! Create your own games on the fly!

"Meta has quietly launched Pocket, an experimental AI app that lets users generate and share interactive mini games using text prompts."

"Meta is getting into gaming with the launch of a new app called Pocket, which allows people to generate small, interactive apps and games using AI prompts. The software, a result of Meta’s acquisition of the team at the vibe-coded gaming platform Gizmo earlier this year, describes itself as “a creative platform for making and sharing gizmos,” which is what the interactive experiences are called. It also offers a scrollable feed where you can play with gizmos others have made. ..."


Meta quietly launches vibe-coded gaming app Pocket | TechCrunch

Ukraine Hits Crimea Air Bases Again, Damages 7 Russian Aircraft

Good news!

When will the lethargic, apathetic Russian Slav(e)s/Serfs finally get rid of their last tsar, the megalomaniac, warmonger and war criminal Putin the Terrible! He is an ugly remnant of the Cold War and a former KGB agent. He is a wannabe Stalin. Please Russian people make the world a better, more peaceful place again! How many more young Russian men will be killed or maimed before you act!

"In brief: SBU said it struck the Saky Air Base and Gvardiyske Air Base in occupied Crimea, damaging or destroying at least 7 Russian aircraft and hitting drone storage hangars. The strike marks the second attack on Saky this week and forms part of Kyiv’s 40-day campaign to degrade Russia’s military infrastructure deep behind the front line. ..."

SBU Hits Crimea Air Bases Again, Damages 7 Russian Aircraft

Wer hat Deutschland vermasselt? Die Christdemokraten mit SED Kanzlerin Merkel!

Die SED Kanzlerin Merkel hat wahrlich dazu beigetragen die Deutschland in eine Bananenrepublik zu verwandeln! Habe zu diesem Thema vielmals gebloggt! Warum hatte sich Helmut Kohl so verguckt in "mein Mädchen"?

Aber wirklich Schuld sind die vielen dämlichen, deutschen Wähler und Nichtwähler bzw. mangelndes politisches Engagement vieler Bürger!

Auch die FDP hätte man vor vielen Jahren in die Wüste schicken sollen. Christian Lindner war ein Clown, der viel zu viele Jahre an der Spitze war!

Wer hat uns verraten? Christdemokraten! "Nicht die SPD ist Deutschlands großes Problem, sondern die Union. Unter Angela Merkel und Friedrich Merz ist die CDU das geworden, was sie unter Helmut Kohl nie war: ein rückgratloser Kanzlerwahlverein. Eine Abrechnung."


Angela Merkel mit ihrer bekannten Pose






Anthropic says Chinese Alibaba must be punished for largest Claude cloning attack

Serious stuff! China has long been accused of allowing the stealing of intellectual property!

"Anthropic has accused the Chinese firm Alibaba of launching the largest attack yet attempting to clone Claude, as China races to match the capabilities of Anthropic’s leading model following Mythos’ release and subsequent restriction from foreign markets. ..."

Anthropic says Alibaba must be punished for largest Claude cloning attack - Ars Technica "Alibaba allegedly used 25,000 accounts to mine Claude over 28.8 million exchanges."

UK government’s new charter aims to better support women in research. Really!

Men watch out! This smells awfully like sex discrimination against men to advance women instead of science!

How "voluntary" is this charter?

Another bad example of all things coming out of the UK! The decline of the UK continuous!

"The UK government has unveiled a voluntary charter that aims to better support women in research by ensuring paid family leave, flexible working and tougher action on workplace harassment, for example. Liz Kendall – the UK’s science and technology secretary – is urging research organisations to sign the charter to ensure ‘that women can thrive at every stage of a research career.’ Over 60 universities and institutes have currently done so, including the Wellcome Trust, UK Research and Innovation (UKRI) and the Royal Society. ..."

UK government’s new charter aims to better support women in research | News | Chemistry World

Reinforcement Learning with Pairwise Preferences in Long-Term Decision Problems

This could be an interesting new paper by Doina Precup and Benjamin Van Roy plus their team.

From the abstract:
"Reinforcement learning problems typically define the goal as maximizing the expected value of a scalar reward function.
But, pairwise preferences are often easier to specify than scalar rewards, and they express certain goals that scalar rewards cannot.
Methods for reinforcement learning with pairwise preferences have thus received growing interest.
Unfortunately, these methods are inefficient in problems with long time horizons, and they lack guarantees on the performance of Markov policies relative to history-dependent policies, which bridge the theory and practice of reinforcement learning. We therefore propose the Markov decision contest as a new problem model for reinforcement learning with pairwise preferences.
We prove that stationary Markov policies are optimal among all history-dependent policies, that solving a Markov decision contest exactly is in P, and that a simple iterative algorithm converges to an optimal policy at a sublinear rate.
Lastly, in a set of high-dimensional decision problems with long time horizons, we show that our approximate algorithm is significantly more learning-efficient than prior work."

[2606.00367] Reinforcement Learning with Pairwise Preferences in Long-Term Decision Problems




Der Innovationsstandort Deutschland schwächelt. Wirklich!

Schwächelt? Was für eine Untertreibung!

"... Der Anteil Deutschlands an den weltweiten FuE-Aufwendungen der Wirtschaft ist zwischen 2008 und 2021 von 8,5 auf 5,6 Prozent zurückgegangen. ..."

Der Innovationsstandort Deutschland schwächelt - iwd.de "Die deutsche Wirtschaft ist seit jeher forschungs- und patentstark. Doch in den vergangenen Jahren haben zahlreiche andere Länder ihr Innovationstempo deutlich gesteigert, sodass der Anteil Deutschlands am Patentweltmarkt spürbar gesunken ist. Der Forschungsstandort Deutschland braucht dringend Hilfe."