The Palestinian Death Toll In Gaza’s War Passes 50,000 As Israel Expands New Airstrikes

DEIR AL-BALAH, Gaza Strip (AP) — More than 50,000 Palestinians have now been killed in the war between Israel and Hamas in Gaza, the territory’s Health Ministry said on Sunday.

It comes as new Israeli airstrikes killed at least 26 Palestinians overnight, including a Hamas political leader and several women and children.

Israel’s military also sent ground troops into part of the southern city of Rafah as thousands of Palestinians fled after new evacuation orders.

Israel ended the latest ceasefire last week with a surprise wave of strikes that killed hundreds, and it has launched ground incursions in northern Gaza. It says it is targeting militants.

Israel’s Cabinet late Saturday approved a proposal to set up a new directorate for advancing the “voluntary departure” of Palestinians in line with US President Donald Trump’s proposal to depopulate Gaza and rebuild it for others.

Palestinians say they do not want to leave their homeland, and rights groups say the plan could amount to expulsion in violation of international law.

‘Displacement under fire’

The military ordered people to leave Rafah’s already heavily destroyed Tel al-Sultan neighborhood on foot along a single route to Muwasi, a sprawling area of squalid tent camps. The war has forced most of Gaza’s population of over two million to flee within the territory, often multiple times.

“It’s displacement under fire,” said Mustafa Gaber, a journalist who left with his family. He said tank and drone fire echoed nearby. “There are wounded people among us. The situation is very difficult,” he said.

“The shells are falling among us and the bullets are (flying) above us,” said Amal Nassar, also displaced from Rafah. “The elderly have been thrown into the streets. An old woman was telling her son, ‘Go and leave me to die.’ Where will we go?”

The Palestinian Red Crescent emergency service said it lost contact with a team of medics responding to the strikes. Spokeswoman Nebal Farsakh said some were wounded.

There was no immediate comment from Israel’s military, which says it only targets militants. Israel blames civilian deaths on Hamas because it operates in densely populated areas.

Strikes kill Hamas leader, women and children

Hamas said Salah Bardawil, a well-known member of its political bureau, was killed in a strike in Muwasi that also killed his wife.

Hospitals in southern Gaza said they received a further 24 bodies from strikes overnight, including several women and children.

Gaza’s Health Ministry said 50,021 Palestinians have been killed in the war and more than 113,000 have been wounded. That includes 673 people killed since Israel’s bombardment on Tuesday shattered the ceasefire.

Dr. Munir al-Boursh, the ministry’s general director, said the dead include 15,613 children, with 872 of them under 1 year old.

The ministry does not distinguish between civilians and combatants in its count but says women and children make up over half the dead. Israel says it has killed around 20,000 fighters, without providing evidence.

Ceasefire in tatters

The ceasefire that took hold in January paused more than a year of fighting ignited by Hamas’ October 7, 2023 attack into Israel, in which militants killed some 1,200 people, mostly civilians, and took 251 hostage. Most captives have been released in ceasefire agreements or other deals.

In the latest ceasefire’s first phase, 25 Israeli hostages and the bodies of eight others were released in exchange for nearly 2,000 Palestinian prisoners. Israeli forces pulled back, allowing hundreds of thousands of people to return to what remains of their homes. There was a surge in humanitarian aid until Israel cut off all supplies to Gaza earlier this month to pressure Hamas to change the ceasefire agreement.

The sides were supposed to begin negotiations in early February on the ceasefire’s next phase, in which Hamas was to release the remaining 59 hostages — 35 of them believed to be dead — in exchange for more Palestinian prisoners, a lasting ceasefire and an Israeli withdrawal.

Those talks never began. Israel backed out of the ceasefire agreement after Hamas refused Israeli and US-backed proposals to release more hostages ahead of any talks on a lasting truce.

Hundreds of Israelis gathered outside Prime Minister Benjamin Netanyahu’s office in Jerusalem on Sunday to protest his handling of the war and his attempt to dismiss the head of the Shin Bet internal security service.

“I’m worried for the future of this country. And I think it has to stop. We have to change direction,” said one protester, Avital Halperin.

New settlements in the West Bank

Israel’s cabinet passed a measure Sunday creating 13 new settlements in the occupied West Bank by rezoning existing ones, according to Bezalel Smotrich, Israel’s far-right finance minister, who is in charge of settlement construction.

This brings the number of settlements, considered illegal by the majority of the international community, to 140, said anti-settlement watchdog group Peace Now. They will now receive independent budgets from Israel and can elect their own local governments, the group said.

Iran-backed Houthis in Yemen keep up attacks

In a separate development, Iran-backed Houthi rebels in Yemen, who are allied with Hamas, launched another missile at Israel overnight. The Israeli military said it was intercepted, and there were no reports of casualties or damage.

The Houthis resumed attacks on Israel after it ended the Gaza ceasefire, portraying them as an act of solidarity with the Palestinians. Trump ordered the renewal of US strikes on the rebels last week over its previous attacks on international shipping in the Red Sea.

The rebels have said they are trying to blockade Israel, but most of the ships they have targeted have no connection to the conflict.

Magdy reported from Cairo. Associated Press writers Natalie Melzer in Nahariya, Israel, and Julia Frankel in Jerusalem contributed.

Follow AP’s war coverage at https://apnews.com/hub/israel-hamas-war

Share Button

7 Text Messages You May Not Realize Are Condescending

Most people these days rely on text messages as their main form of communication; for some, the thought of making a phone call is even scary. That said, since a text can’t capture one’s body language and nonverbal cues, it is easy for certain messages to come across as condescending or blatantly rude.

“Condescension isn’t just about words but making another person feel small,” said Logan Jones, a licensed clinical psychologist and founder at Clarity Therapy NYC. “Text messages feel condescending when one person assumes superiority, implies incompetence, feels dismissive or [gives] unnecessary explanations.”

We spoke with licensed mental health professionals about common text messages you may not realise are condescending ― and how not to take them personally should you be on the receiving end. Here’s what experts say:

1. “K”

We’ve all likely sent this at least once, whether it was intentionally to someone who annoyed us or when we simply didn’t feel like answering.

Bottom line: “It feels short, dismissive, and passive aggressive and implies annoyance or disinterest because it lacks any warmth and engagement,” said Lauren Palumbo, a licensed psychotherapist at Clarity Therapy NYC.

2. A thumbs-up

According to Palumbo, simply “thumbs-upping” or “liking” a text message can feel condescending in its own right, especially if you just shared a juicy or personal story and were hoping for a reaction that matches your energy.

“These types of reactions can stop conversational momentum dead in its tracks, making it clear that others aren’t interested in keeping it going, which can feel disappointing and deflating,” she said.

3. “No offence, but…”

You sometimes hear this during in-person conversation, and it goes over just as poorly via text message, according to Michele Leno, a psychologist and host at Mind Matters with Dr. Michele.

Despite the phrasing, the verbiage lets you know that someone is about to say something offensive and likely rude, too. “In such cases, being direct is less condescending,” Leno said.

4. “Google it.”

Who hasn’t texted their friends worried about a health ailment? Although mostly everything can be found on Google with a quick search, you don’t want to tell someone to “Google it” since that can come off as extremely condescending.

“Few things shut down a conversation faster than this because it’s dismissive and shows that someone’s curiosity or isn’t worth your time or energy,” Jones said.

5. “You always do this.”

It can be hard to effectively communicate through text messages, and lobbing accusatory, blanket “always” or “never” statements like this can prohibit more meaningful conversation. It’s also difficult to defend over text, according to Jones.

“This is hyperbolic, accusatory and a trap,” Jones said. “Saying something like this turns your minor frustration into painting someone as having a character flaw and trapping them in a pattern they can’t easily defend against via text.”

6. “I told you so.”

Hearing this doesn’t get easier no matter how old you are ― especially when it’s over text. It’s hard to glean any sort of care or nuance when it’s written out, so it feels more smug than anything.

“Saying ‘I told you so’ offers nothing but cheap and quick self-satisfaction at the expense of someone else’s hurt feelings,” Jones said.

7. “Yikes.”

According to Palumbo, “yikes” can feel condescending and judgmental, especially if there’s no elaboration. “It sends the message that whatever was shared was embarrassing, wrong or cringeworthy,” she said.

While some texts may have good intentions (or neutral intentions), experts say your tone may come off hurtful. However, there are ways to fix it.

Tim Robberts via Getty Images

While some texts may have good intentions (or neutral intentions), experts say your tone may come off hurtful. However, there are ways to fix it.

How can you make text messages sound less condescending?

Very few people want to intentionally send rude or off-putting texts. If you want to communicate more effectively and not sound condescending, here are some therapist-approved tips to get you started:

Don’t make assumptions.

Leno recommended using neutral language if you’re looking to sound less condescending. “For example, ‘I’m available to help if needed’ is better than, ‘It looks like you need help.’”

Use emotive and clarifying language.

Jones suggested using more emotive and clarifying language in an attempt to make text messages come across as less condescending. “A simple ‘haha’ or ‘I see what you mean, *smiley face*’ can make a big difference,” he said.

Call them instead.

Michelle English, a licensed clinical social worker and executive clinical manager at Healthy Life Recovery, recommended engaging in more direct communication. “Give them a call or hop on a video chat to clear things up,” she said. “Direct communication is always the best way to bridge any misunderstandings.”

Plus, if you’re on a video call, you can see body language and other nonverbal cues that can help with effective communication.

At the end of the day, condescending text messages can be frustrating to navigate since they often lead us to question our own intelligence and worth.

That said, people who send condescending text messages might not realize they’re doing it. A little grace ― and some punctuation changes ― can go a long way.

Share Button

‘My Wife Wants Me To Become A Stay-At-Home Dad. Are My Financial Terms Fair?’

In a 2020 YouGov poll, 38% of mothers and 14% of fathers said they thought having kids hurt their careers.

That can take the form of reduced hours, taking fewer opportunities, and leaving the workplace entirely, respondents shared. “All of these factors tend to lead to stagnating or lower pay,” YouGov added.

In a now-deleted Reddit post, a site user asked members of r/AITAH (Am I The A**hole Here) whether that trade-off deserved financial compensation from their spouse.

So, we spoke to divorce lawyer and CEO of OW Lawyers Michelle O’Neil about whether the demands were fair.

A father wants a share of his wife’s property in return for becoming a stay-at-home dad

The post author said his pregnant wife, who makes substantially more money than he does, told him he was expected to become a stay-at-home dad when their first child was born.

The suggestion – which had not been discussed with the father beforehand – left the poster uneasy because he didn’t like how that might play out in the event of a divorce.

When he brought this up to his wife, he suggested she offer him a share of her property as a safety net in return for the career stagnation, lack of pay, and financial insecurity the lifestyle change could expose him to.

She didn’t seem comfortable with the arrangement, leading the poster to wonder whether or not his demands were unfair.

A divorce lawyer said his demand makes sense

O’Neil said that in her decades-long career, she’s seen firsthand “how decisions like this can create significant financial disadvantages for the spouse who steps away from their career”.

“While becoming a stay-at-home parent is a deeply personal decision, it must be made with full awareness of the long-term financial risks,” she continued, “particularly in the event of a divorce.”

Additionally, the divorce lawyer calls the discussion – or lack thereof – around the change a “red flag”.

“When one spouse dictates a major life change rather than engaging in a collaborative discussion, it often signals deeper power imbalances in the relationship which lead to bigger issues,” she told HuffPost UK.

“Decisions about career sacrifices, parenting roles, and financial security should be mutual, not unilateral.”

Explaining that staying home to look after a child can lead to a loss of earning potential, a smaller pension, a lack of asset equality, and financial dependence, O’Neil said the husband’s request for equity in the home is “a smart negotiation move”.

Though not everyone can offer a share of their home to mitigate those risks, the divorce lawyer advised: “Marriage is a partnership, and both spouses’ contributions – financial and otherwise – must be valued and protected.

“If one spouse makes a career sacrifice, the financial risks should be acknowledged and mitigated before the decision is made, not after.”

Share Button

I Tracked My Periods For Six Months And Realised Something That Changed My Life

Before my last period, I was inconsolable. Nothing much had happened but it felt like the world was closing in on me and it was hard to imagine ever feeling happy again.

I couldn’t pinpoint what had caused such a significant drop in my mental health. I lost my granddad at the start of January and I have some personal struggles that I’m grappling with but even with those in mind… it seemed pretty out-of-nowhere.

I cried every day in the week leading to my period, several times a day. I was so worried I was falling back into the dark depression that swallowed me whole around 15 years ago.

Quite sooner after, the darkness lifted

Almost as soon as this deep depression had hit, it left again. I wasn’t fully out of the woods but I could definitely bring myself to make a cup of tea, to ask my partner for a hug and could get out of bed with my alarm rather than hours after it had gone off.

I made the most of the new burst of energy by doing the things you’re supposed to do to support your mental health; I ate well, I spent a good amount of time soaking up the sun in my garden and I made sure that I went to bed around the same time every night.

I still wondered, though, what had caused the crash I’d just experienced.

Then my period tracking app delivered a report

Since my temporary menopause ended, I’ve been using the period tracking app Flo to log not just my periods but my moods before, during and after my period as well as other symptoms I experience throughout my cycle.

Unbeknownst to me, this app also delivers full reports of the data you’ve given them and highlights patterns that may help to decode your physical and mental health.

The most common symptom that I logged around 1-4 days before the end of my cycle was depression. Every month, for six months.

My first response was to feel ashamed — I’ve been getting periods since I was 9 years old, the past 25 years of my life, how did I not notice? Then, I gave myself some much-needed grace: life happens, you can’t keep on top of all of it.

Immediately, I booked a doctor’s appointment. I knew what this could be and even knowing this happens every month was a huge weight off my shoulders.

I was immediately diagnosed

The doctor confirmed what I already knew: I have premenstrual dysphoric disorder (PMDD).

It’s a condition that 800,000 women in the UK live with, and according to leading mental health charity Mind: ”[PMDD] is a very severe form of premenstrual syndrome (PMS). It causes a range of emotional and physical symptoms every month during the week or two before your period. It is sometimes referred to as ‘severe PMS’”.

According to the Royal College of Nursing, around 8% of people who get periods have this condition.

Treatment can involve medications, talk therapy or even surgery to remove the ovaries, according to Bupa. For me, we’re still figuring out what my next steps should be but even understanding this about myself has given me something I can work with once my cycle is coming to an end.

Help and support:

  • Mind, open Monday to Friday, 9am-6pm on 0300 123 3393.
  • Samaritans offers a listening service which is open 24 hours a day, on 116 123 (UK and ROI – this number is FREE to call and will not appear on your phone bill).
  • CALM (the Campaign Against Living Miserably) offer a helpline open 5pm-midnight, 365 days a year, on 0800 58 58 58, and a webchat service.
  • The Mix is a free support service for people under 25. Call 0808 808 4994 or email help@themix.org.uk
  • Rethink Mental Illness offers practical help through its advice line which can be reached on 0808 801 0525 (Monday to Friday 10am-4pm). More info can be found on rethink.org.
Share Button

Groundbreaking light-driven method to create key drug compounds

Traditionally, chemists have relied on well-established but limiting methods to synthesize these molecules. The new research, co-authored by Kevin Brown, the James F. Jackson Professor of Chemistry in the College, and Professors Xiaotian Qi, Wang Wang, and Bodi Zhao of Wuhan University, presents a fundamentally different approach.

Researchers at Indiana University and Wuhan University in China have unveiled a groundbreaking chemical process that could streamline the development of pharmaceutical compounds, chemical building blocks that influence how drugs interact with the body. Their study, published in Chem, describes a novel light-driven reaction that efficiently produces tetrahydroisoquinolines, a group of chemicals that play a crucial role in medicinal chemistry.

Tetrahydroisoquinolines serve as the foundation for treatments targeting Parkinson’s disease, cancer, and cardiovascular disorders. These compounds are commonly found in medications such as painkillers and drugs for high blood pressure, as well as in natural sources like certain plants and marine organisms.

Traditionally, chemists have relied on well-established but limiting methods to synthesize these molecules. The new research, co-authored by Kevin Brown, the James F. Jackson Professor of Chemistry in the College of Arts and Sciences at Indiana University Bloomington, and Professors Xiaotian Qi, Wang Wang, and Bodi Zhao of Wuhan University, presents a fundamentally different approach.

How It Works: Light as a Chemical Tool

Instead of using traditional chemical reactions, scientists harness light to trigger a process called photoinduced energy transfer, wherein light initiates a controlled reaction between sulfonylimines (a type of chemical compound) and alkenes (another type of compound), leading to the creation of tetrahydroisoquinolines — a type of complex molecule. This method allows for the development of new structural patterns in the molecules, which were previously difficult or impossible to create using other methods, offering a more efficient way to make complex molecules.

“The key innovation in this study is the use of a light-activated catalyst, a special molecule that speeds up the reaction without being used up itself,” said Professor Brown. “Traditional methods require high temperatures or strong acids — like trying to cook food with a blowtorch instead of a stove. These harsh conditions can sometimes create unwanted side reactions, or make the process less useful for certain chemicals. The new process, however, uses molecules that respond to light, and can bypass heating by access new energy states. This makes the reaction cleaner, more efficient, and less likely to create unwanted byproducts.”

Brown and colleagues also found that tiny changes in the location of electrons within the starting materials had a huge impact on how the reaction played out — akin to if these electrons were puzzle pieces that needed to fit together just right. By tweaking the shapes of these pieces, the scientists made sure that only the desired product was formed, making the process highly selective. This is crucial for making medicines, where even a small mistake in a molecule’s structure can turn a helpful drug into something useless or even harmful.

Implications for Medicine and Other Industries

“The ability to create a wider range of tetrahydroisoquinoline-based molecules means that medicinal chemists can now explore new drug candidates for treating diseases like Parkinson’s, certain types of cancer, and heart conditions,” noted Professor Qi. “Right now, some diseases have very few effective treatment options, and this method could help scientists discover new and better drugs more quickly.”

Beyond pharmaceuticals, this research could also impact other industries that rely on fine chemicals. In agriculture, for example, similar chemical reactions could be used to develop more effective pesticides or fertilizers. In materials science, it could help create new synthetic materials with specific properties, such as better durability and longevity and greater resistance to heat for the aerospace, automotive, electronics, and medical industries.

The researchers plan to fine-tune the reaction conditions, meaning, they will experiment with different ingredients and settings to make the improve the process further. They also aim to find out if this method can work on even more types of molecules, expanding its usefulness. In addition, they hope to partner with pharmaceutical companies to test whether this technique can be used to produce medicines, potentially leading to new drug discoveries that could make a difference in people’s lives.

“This approach gives chemists a powerful new tool,” said Professor Brown. “We hope especially it will open the door to the development of new and improved therapies for patients around the world.”

As the field of photochemistry continues to expand, innovations like this may redefine how medicines and essential chemicals are made, paving the way for faster, cleaner, and more efficient production methods.

Share Button

Engage 13: You Are Worthy of More Than You’re Asking for

Lesson 13 of the free Engage course delves deeply into deservingness and explains how to ask for more than you feel you deserve.

You’ll find the rest of the Engage course videos in the Video section.

Join the Engage Email List

Join the Engage notification list to get an email whenever a new Engage lesson is published. I also encourage you to subscribe to my YouTube channel to follow the course there.

Enjoy!

Share Button

Newborn’s death ‘due to gross failures of midwives’

The coroner at newborn baby Ida Lock’s inquest highlights eight opportunities that were missed.

Share Button

Origin of life: How microbes laid the foundation for complex cells

Ten years ago, nobody knew that Asgard archaea even existed. In 2015, however, researchers examining deep-sea sediments discovered gene fragments that indicated a new and previously undiscovered form of microbes.

With computer assistance, the researchers assembled these fragments like puzzle pieces to compile the entire genome. It was only then that they realised they were dealing with a previously unknown group of archaea.

Like bacteria, archaea are single-celled organisms. Genetically, however, there are significant differences between the two domains, especially regarding their cell envelopes and metabolic processes.

After a further search, microbiologists identified the corresponding organisms, described them and classified them as a separate archaeal sub-group: Asgard archaea. Their name, taken from the heavenly realm in Norse mythology, references their initial discovery close to Loki’s Castle — a black smoker on the mid-Atlantic ridge between Norway and Svalbard.

In fact, Asgard archaea appeared almost heaven-sent for research: they turned out to be a missing link between archaea and eukaryotes — that is, between archaea and organisms whose cells contain a nucleus, such as plants and animals.

Tree of life with one branch fewer

In recent years, researchers have found growing indications of close links between Asgard archaea and eukaryotes, and that the latter may have evolved from the former. The division of all living organisms into the three domains of bacteria, archaea and eukaryotes did not hold up to this surprising discovery.

Some researchers have since proposed regarding eukaryotes as a group within Asgard archaea. This would reduce the number of domains of life from three to two: archaea, including eukaryotes, and bacteria.

At ETH Zurich, Professor Martin Pilhofer and his team are fascinated by Asgard archaea and have examined the mysterious microbes for several years.

In an article published in Nature two years ago, the ETH researchers explored details of the cellular structure and architecture of Lokiarchaeum ossiferum. Originating in the sediments of a brackish water channel in Slovenia, this Asgard archaeon was isolated by researchers in Christa Schleper’s laboratory at the University of Vienna.

In that study, Pilhofer and his postdoctoral researchers Jingwei Xu and Florian Wollweber demonstrated that Lokiarchaeum ossiferum possesses certain structures also typical of eukaryotes. “We found an actin protein in that species that appears very similar to the protein found in eukaryotes — and occurs in almost all Asgard archaea discovered to date,” says Pilhofer.

In the first study, the researchers combined different microscopy techniques to demonstrate that this protein — called Lokiactin — forms filamentous structures, especially in the microbes’ numerous tentacle-like protrusions. “They appear to form the skeleton for the complex cell architecture of Asgard archaea,” adds Florian Wollweber.

In addition to actin filaments, eukaryotes also possess microtubules. These tube-shaped structures are the second key component of the cytoskeleton and are comprised of numerous tubulin proteins. These tiny tubes are important for transport processes within a cell and the segregation of chromosomes during cell division

The origin of these microtubules has been unclear — until now. In a newly published article in Cell , the ETH researchers discovered related structures in Asgard archaea and describe their structure. These experiments show that Asgard tubulins form very similar microtubules, albeit smaller than those in their eukaryotic relatives.

However, only a few Lokiarchaeum cells form these microtubules. And, unlike actin, these tubulin proteins only appear in very few species of Asgard archaea.

Scientists do not yet understand why tubulins appear so rarely in Lokiarchaea, or why they are needed by cells. In eukaryotes, microtubuless are responsible for transport processes within the cell. In some cases, motor proteins “walk along” these tubes. The ETH researchers have not yet observed such motor proteins in Asgard archaea.

“We have shown, however, that the tubes formed from these tubulins grow at one end. We therefore suspect that they perform similar transport functions as the microtubules in eukaryotes,” says Jingwei Xu, the co-first author of the Cell study. He produced the tubulins in a cell culture with insect cells and examined their structure.

Researchers from the fields of microbiology, biochemistry, cell biology and structural biology collaborated closely on the study. “We would never have progressed so far without this interdisciplinary approach,” emphasises Pilhofer with a degree of pride.

Was the cytoskeleton essential for the development of complex life? While some questions remain unanswered, the researchers are confident that the cytoskeleton was an important step in the evolution of eukaryotes.

This step could have occurred aeons ago, when an Asgard archaeon entwined a bacterium with its appendages. In the course of evolution, this bacterium developed into a mitochondrion, which serves as the powerhouse of modern cells. Over time, the nucleus and other compartments evolved — and the eukaryotic cell was born.

“This remarkable cytoskeleton was probably at the beginning of this development. It could have enabled Asgard archaea to form appendages, thereby allowing them to interact with, and then seize and engulf a bacterium,” says Pilhofer.

Fishing for Asgard archaea

Pilhofer and his colleagues now plan to turn their attention to the function of actin filaments and archaeal tubulin along with the resulting microtubules.

They also aim to identify the proteins that researchers have discovered on the surface of these microbes. Pilhofer hopes his team will be able to develop antibodies precisely tailored to these proteins. This would enable researchers to “fish” specifically for Asgard archaea in mixed microbe cultures.

“We still have a lot of unanswered questions about Asgard archaea, especially regarding their relation to eukaryotes and their unusual cell biology,” says Pilhofer. “Tracking down the secrets of these microbes is fascinating.”

Share Button

New machine learning framework enhances precision and efficiency in metal 3D printing, advancing sustainable manufacturing

Researchers at University of Toronto Engineering, led by Professor Yu Zou, are leveraging machine learning to improve additive manufacturing, also commonly known as 3D printing.

In a new paper, published in the journal of Additive Manufacturing, the team introduces a new framework they’ve dubbed the Accurate Inverse process optimization framework in laser Directed Energy Deposition (AIDED).

The new AIDED framework optimizes laser 3D printing to enhance the accuracy and robustness of the finished product. This advancement aims to produce higher quality metal parts for industries, such as aerospace, automotive, nuclear and health care, by predicting how the metal will melt and solidify to find optimal printing conditions.

“The wider adoption of directed energy deposition — ?a major metal 3D printing technology — is currently hindered by the high cost of finding optimal process parameters through trial and error,” says Xiao Shang, PhD candidate and first author of the new study.

“Our framework quickly identifies the optimal process parameters for various applications based on industry needs.”

Metal additive manufacturing uses a high-powered laser to selectively fuse fine metallic powder, building parts layer by layer from a precise 3D digital model.

Unlike traditional methods, which involve cutting, casting or machining materials, metal additive manufacturing directly creates complex, highly customized components with minimal material waste.

“One major challenge of 3D metal printing is the speed and precision of the manufacturing process,” says Zou. “Variations in printing conditions can lead to inconsistencies in the quality of the final product, making it difficult to meet industry standards for reliability and safety.

“Another major challenge is determining the optimal settings for printing different materials and parts. Each material — whether it’s titanium for aerospace and medical applications or stainless steel for the nuclear reactors — has unique properties that require specific laser power, scanning speed and temperature conditions. Finding the right combination of these parameters across a vast range of process parameters is a complex and time-consuming task.”

These challenges inspired Zou and his lab group to develop their new framework. AIDED operates in a closed-loop system where a genetic algorithm — a method that mimics natural selection to find optimal solutions — first suggests process parameters combinations, which machine learning models then evaluate for printing quality.

The genetic algorithm checks these predictions for optimality, repeating the process until the best parameters are found.

“We have demonstrated that our framework can identify optimal process parameters from customizable objectives in as little as one hour, and it accurately predicts geometries from process parameters,” says Shang. “It is also versatile and can be used with various materials.”

To develop the framework, the researchers conducted numerous experiments to collect their vast datasets. This essential but time-consuming challenge ensured that the datasets covered a wide range of process parameters.

Looking ahead, the team is working to develop an enhanced autonomous, or self-driving, additive manufacturing system that operates with minimal human intervention, similar to how autonomous vehicles drive themselves, says Zou.

“By combining cutting-edge additive manufacturing methods with artificial intelligence, we aim to create a novel closed loop controlled self-driving laser system,” he says.

“This system will be capable of sensing potential defects in real-time, predicting issues before they occur, and automatically adjusting processing parameters to ensure high-quality production. It will be versatile enough to work with different materials and part geometries, making it a game-changer for manufacturing industries.”

In the meantime, the researchers hope AIDED will transform process optimization in industries that use metal 3D printing.

“Industries such as aerospace, biomedical, automotive, nuclear and more would welcome such a low-cost yet accurate solution to facilitate their transition from traditional manufacturing to 3D printing,” says Shang.

“By the year 2030, additive manufacturing is expected to reshape manufacturing across multiple high-precision industries,” adds Zou. “The ability to adaptively correct defects and optimize parameters will accelerate its adoption.”

Share Button

How the brain links related memories formed close in time

If you’ve ever noticed how memories from the same day seem connected while events from weeks apart feel separate, a new study reveals the reason: Our brains physically link memories that occur close in time not in the cell bodies of neurons, but rather in their spiny extensions called dendrites.

This discovery stems from studies in mice, in which researchers observed memory formation using advanced imaging techniques, including miniature microscopes that captured single-cell resolution in live animals.

The study shows that memories are stored in dendritic compartments: When one memory forms, the affected dendrites are primed to capture new information arriving within the next few hours, linking memories formed close in time.

“If you think of a neuron as a computer, dendrites are like tiny computers inside it, each performing its own calculations,” said lead author Megha Sehgal, assistant professor of psychology at The Ohio State University. “This discovery shows that our brains can link information arriving close in time to the same dendritic location, expanding our understanding of how memories are organized.”

The research was published recently in the journal Nature Neuroscience.

Though most learning and memory studies have focused on how a single memory is formed in the brain, Sehgal’s lab aims to determine how we organize multiple memories.

“The idea is that we don’t form memories in isolation. You don’t form a single memory. You use that memory, make a framework of memories, and then pull from that framework when you need to make adaptive decisions,” she said.

Neurons, the principal brain cells, are known to encode and relay information. Dendrites — the branch-like projections extending from neurons — serve a critical role in how information is processed, receiving incoming information and passing it to the neuronal cell body.

But dendrites are not just passive conduits — each dendritic branch can act as an independent computational unit. While dendrites have been thought to play an important role in the brain’s function, how they shape learning and memory has been unclear until now, Sehgal said.

When mice were exposed in experiments to two different environments within a short period of time, the team found that memories of these spaces became linked. If mice received a mild shock in one of these spaces, the animals ended up freezing out of fear in both environments, associating the shock from one room with the other.

The study focused on the retrosplenial cortex (RSC), a brain region crucial for spatial and contextual memory. The researchers observed that linked memories consistently engaged the same groups of RSC neurons and their dendritic branches.

The team tracked these changes at the dendritic level by visualizing dendritic spines, tiny protrusions on dendrites where neurons communicate. The formation of new memories triggered the addition of clustered dendritic spines, a process critical for strengthening communication between neurons and facilitating learning.

Dendritic spine clusters formed after the first memory were more likely to attract new spines during a second closely timed memory, physically linking those experiences in the brain.

To confirm the role of dendrites in linking memories, the team used optogenetics, a technique that allows researchers to control neurons with light. By reactivating specific dendritic segments that had been active during memory formation, they were able to link otherwise unrelated memories, further demonstrating the importance of dendritic changes in shaping memory networks.

In addition to illuminating a previously unknown role for dendrites in linking memories, the findings open new avenues for understanding memory-related disorders, Sehgal said.

“Our work not only expands our understanding of how memories are formed but also suggests exciting new possibilities for manipulating higher order memory processes,” she said. “This could have implications for developing therapies for memory-related conditions such as Alzheimer’s disease.”

Sehgal co-led the study with Alcino Silva, director of the Integrative Center for Learning and Memory at UCLA, and Panayiota Poirazi, research director of the Foundation for Research and Technology-Hellas in Greece.

This work was supported by the National Institute of Mental Health, the National Institute on Aging, the Dr. Miriam and Sheldon G. Adelson Medical Research Foundation, the European Commission, the National Institutes of Health and the Einstein Foundation Berlin.

Share Button