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Much less correct, much less accessible: How the Trump administration is fudging the numbers

Dr. Mike
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Much less correct, much less accessible: How the Trump administration is fudging the numbers


One of many greatest modifications to this point throughout President Donald Trump’s second time period has been the regular degradation of fundamental knowledge assortment.

In some circumstances, strikes have been pushed by his ideological resistance to the numbers themselves; in others, by a need to bury uncomfortable tendencies. And in lots of locations, it’s merely the results of deep job and funds cuts which have left businesses unable to trace the nation they’re meant to manipulate.

• The federal authorities is a key collector of significant knowledge in regards to the make-up of the nation.

• President Donald Trump has lengthy been hostile to knowledge that contradicts his messaging and has presided over main rollbacks to knowledge assortment regarding the atmosphere, public well being, employment, demographics, and the climate.

• With much less strong and correct knowledge, advances in science will decelerate, Individuals may have a murkier image of the economic system, and officers might miss vital well being tendencies. It’s going to additionally additional erode belief in public establishments.

Gathering fundamental knowledge in regards to the nation is likely one of the key tasks of the federal authorities. In any case, the census is mandated by the Structure. Getting right numbers about individuals, their well being, the atmosphere, and the economic system is crucial for taking an correct snapshot of the nation. These knowledge are additionally the important basis for allocating assets and for sorting what works from what doesn’t.

Good numbers are a key accountability instrument, and with the absence of knowledge or lower-quality numbers driving choices, it is going to be simpler for leaders to mislead. Strip away the measurements and tallies, and the results pile up quick: Scientific analysis slows, early warnings about well being threats get missed, financial insurance policies grow to be extra risky, and belief in establishments erodes even additional.

In fact, good data can usually have big political penalties, which creates a robust temptation to fudge the figures.

However the Trump administration has gone far past its predecessors, chopping total data-collection applications whereas placing ideologues in control of fact-finding — all whereas pressuring businesses to assist preordained conclusions. And if the White Home has its approach, much more rollbacks are in retailer.

Listed below are a number of the most vital methods through which the White Home has diminished our capability to rely and measure the nation, and the world, this yr:

1) Scaling again important well being surveys

Over the spring, the Trump administration laid off federal staff answerable for accumulating fundamental details about individuals’s well-being and put in movement the method to overtake federal surveys to remove the questions associated to racial minorities and LGBTQ+ individuals.

We might not consider the federal authorities as some of the vital pollsters on the earth, however it’s: The perfect knowledge we’ve about every part from teen smoking to will increase in weight problems charges to how many individuals have medical health insurance has come from the federal government.

Well being Secretary Robert F. Kennedy Jr. has pushed his division to reduce well being knowledge assortment, federal analysis grants, and the childhood vaccination schedule.
Alex Wong/Getty Photos

Among the many estimated 3,000 workers laid off from the Facilities for Illness Management and Prevention have been staffers who conduct surveys assessing every part from being pregnant dangers to youth smoking to sexual violence. With out that knowledge, the nation can be flying blind when new well being tendencies emerge. And because the administration moved to erase sure underrepresented communities from knowledge assortment, it is going to be more durable to know whether or not melancholy or nervousness are significantly excessive amongst LGBTQ+ individuals or whether or not sure populations have gotten extra inclined to hypertension or diabetes.

The White Home justified the cuts partly within the title of lowering authorities waste and partly as a part of its ongoing campaign to erase any protections for and recognition of transgender or gender non-conforming individuals.

However that comes at a price. The uncooked knowledge that permits us to intervene and cease well being issues are evaporating. —Dylan Scott, Vox senior well being correspondent

2) Clawing again analysis grants

The Nationwide Institutes of Well being, which awards upward of $40 billion in grants to scientific researchers yearly, is the one greatest funder of impartial scientific inquiry on the earth.

However this yr, the administration slashed its monetary assist for these analysis initiatives by an estimated $2.7 billion whereas proposing billions extra in future cuts — chopping off one other important supply of details about what’s driving modifications within the inhabitants’s well being and the way any rising issues is likely to be fastened.

The checklist of canceled NIH initiatives, as documented by ProPublica, is lengthy and diverse. Scientists have been working for years to diversify their scientific trial individuals, to gather higher knowledge that higher displays the broader inhabitants. One such undertaking, to enhance the recruitment for Alzheimer’s illness scientific trials, was being funded by an NIH grant — and it was reduce by the Trump administration. One other grant uncovering new knowledge on how contaminated ingesting water impacts fetal growth — reduce. New analysis into how discrimination impacts the psychological well being of younger Hispanic individuals, into the maternal well being of Black girls, into the driving force of the disproportionate loss of life charge from cervical most cancers amongst Black girls — reduce, reduce, and reduce.

These are the sorts of nuanced scientific questions that the federal authorities’s surveys can’t reply on their very own. That’s why the US has lengthy offered assist to impartial researchers who can present us with solutions. This method has relied on the belief of the scientific course of.

However not anymore. —Dylan Scott, Vox senior well being correspondent

3) Overhauling the childhood vaccination schedule

The administration has been busy overhauling the childhood vaccination schedule — based mostly not a lot on new info however out of the deeply felt convictions of Well being Secretary Robert F. Kennedy Jr. and his handpicked panel of vaccine-skeptical advisers that one thing should change given the declining public belief in vaccines.

For instance, Kennedy’s vaccine advisers justified their choice to finish the advice for a start dose of the hepatitis B vaccine based mostly partly on doubtful knowledge that they mentioned urged the vaccine’s immunity waned over time. However even a number of the advisory committee’s personal members, who have been overruled on the ultimate choice at a December assembly, questioned the proof for the change.

“There may be not a single case who’s in any other case wholesome who acquired the advisable schedule, of anybody who developed illness or is symptomatic or has persistent illness,” Cody Meissner, a Tufts College pediatrician and infectious illness specialist, mentioned in the course of the adviser assembly. “The proof could be very robust that there’s lifelong immunity to hepatitis B.”

The brand new suggestions they accepted did counsel, nevertheless, that in case your youngster doesn’t obtain the start dose, you need to wait till they’re at the very least two months outdated earlier than giving it to them. At the least two members of the committee argued that there was no scientific foundation for the two-month suggestion, and no knowledge had been offered to justify it.

“It’s unconscionable,” Hibblen mentioned shortly earlier than the ultimate vote. However, the change was accepted.

As Wilbur Chen, an infectious illness doctor on the College of Maryland, put it to me after watching the assembly: It calls to thoughts a magician with a sleight of hand. They have been selecting knowledge, no matter it’s that helps their argument.” —Dylan Scott, Vox senior well being correspondent

4) Deleting local weather change references

From the outset, the Trump administration has had federal local weather change analysis in its crosshairs. Venture 2025, the Heritage Basis’s proposed agenda for Trump’s second time period, mentioned that the White Home must “eradicate local weather change references from completely in every single place.”

Trump has executed rather more than delete the phrases “local weather change” although; his administration has taken climate-related instruments, knowledge, and studies offline.

A member of a weather team prepares a weather balloon for release

Climate balloons are vital units for climate forecasting. The US has seen a decline in climate balloon launches after cuts to NOAA.
Seth Herald/AFP by way of Getty Photos

The funds and employees cuts at businesses like NOAA — the principle division monitoring climate and local weather — have diminished knowledge assortment actions like climate balloon launches which can be vital for forecasting fashions. There have additionally been funds and personnel cuts to divisions that do key duties for analysis and predictions like flying plane into hurricanes. The company additionally retired its database of billion-dollar disasters, which had tracked the most costly excessive climate occasions throughout the nation going again greater than 40 years.

Extra lately, the US has withdrawn its final analysis ship from Antarctica, a key subject web site for local weather analysis. And now Trump desires to dissolve the Nationwide Middle for Atmospheric Analysis, an internationally famend establishment that White Home funds director and Venture 2025 writer Russ Vought referred to as “one of many largest sources of local weather alarmism within the nation.”

Local weather analysis is about rather more than understanding local weather change; it’s a important subject for monitoring evolving dangers within the atmosphere and threats to the economic system. The federal authorities’s local weather analysis work has lengthy led the world, and its efforts can be arduous to duplicate elsewhere. —Umair Irfan, local weather correspondent

The Environmental Safety Company has a mandate to guard human well being and the atmosphere, however the Trump administration has been celebrating its efforts to constrain it. Certainly one of its methods is to roll again efforts to watch air pollution and implement laws. For instance, the One Huge Stunning Invoice Act zeroed out fines for automotive producers that violate automobile gas economic system and air pollution guidelines.

The EPA made it simpler for industries to use for exemptions to air air pollution requirements. The company additionally scrapped grants for measuring pollution in communities with industrial amenities.

This yr, the EPA initiated the fewest lawsuits towards polluters in 25 years. The Division of Justice’s environmental enforcement division, which handles EPA’s litigation, now has round half the variety of legal professionals it did in the beginning of the yr. With declining enforcement, the federal government has fewer assets to watch violations of air pollution laws, whereas industries face much less stress to trace and scale back their affect on the atmosphere.

The company is chopping again on its scientific efforts as properly. The EPA’s Workplace of Analysis and Improvement, which offers the scientific foundation for its laws for issues like poisonous chemical substances and water contaminants, was shuttered over the summer season. This contains the Human Research Facility, one of many largest laboratories within the nation, which studied how smog, smoke, and soot have an effect on the human physique.

Trying forward, the White Home desires to shut down present satellites that observe carbon dioxide and take away air pollution monitoring capabilities from the subsequent technology of climate satellites. And the EPA desires to finish greenhouse gasoline reporting for main industrial polluters, which incorporates greater than 8,000 amenities.

All of this implies much less visibility and accountability for the issues that make our planet much less livable. —Umair Irfan, local weather correspondent

If the Trump administration had had its approach earlier this yr, then we’d not have identified simply how unhealthy the job market is true now, with the unemployment charge now at its highest stage in 4 years.

Over the summer season, Trump — who has a historical past of rattling wildly inaccurate unemployment numbers — fired the top of the Bureau of Labor Statistics after the company launched revised jobs knowledge that made the economic system look unhealthy. Trump’s first choose for a alternative, the chief economist of the Heritage Basis, floated suspending the month-to-month jobs report altogether earlier than bipartisan condemnation pressured the White Home to withdraw his nomination. The company is at the moment being led by performing commissioner William Watrowski, a longtime civil servant, pending a brand new nominee from the Trump administration.
So, for now, the roles knowledge seems secure. However with about one-third of management roles on the company vacant, and a president nonetheless very a lot in denial about how the numbers work, it’s unclear if they are going to keep that approach for lengthy. —Sara Herschander, Future Good fellow

7) Trump takes intention at quarterly earnings studies

Since 1970, American corporations have been required to report their earnings on a quarterly foundation — a cache of knowledge providing transparency about public corporations that’s thought-about to be among the many most dependable on the earth.

However Trump wish to change that.

In a September Reality Social publish, he advocated for the Securities and Trade Fee to make corporations report on a semiannual quite than quarterly foundation. This may, in response to Trump, “get monetary savings and permit managers to give attention to correctly operating their corporations.”

He tried to push this by throughout his first time period, though nothing materialized then. However now the SEC is actively wanting into this, and if Trump is profitable, this might put the US extra in step with UK and EU practices. However many corporations within the American market are rising considerably sooner than their European counterparts, and buyers profit from extra — not much less — frequent data. —Shayna Korol, Future Good fellow

The centuries-old census is a really massive deal. Its outcomes can redraw voting districts and management the destiny of a whole bunch of billions of {dollars} of federal funds for colleges, roads, and hospitals.

That’s why it’s so vital that the Census Bureau, the nation’s largest statistical company, will get its counting proper. Precisely how the census asks Individuals about themselves has advanced dramatically over the a long time. Throughout President Joe Biden’s time period, the administration required the 2030 Census to incorporate, for the primary time, new checkboxes for “Center Japanese or North African” and “Hispanic or Latino” individuals underneath a query about race and ethnicity. It is a essential change as a result of with extra correct knowledge for these beforehand undercounted populations, the nation will be capable to extra successfully allocate assets and implement civil rights laws.

Except, after all, the Trump administration will get to it first. A White Home official lately mentioned that the administration is contemplating revoking these modifications — which have been made to raised seize individuals’s racial identities — amid a broader conflict towards something even remotely tied to variety, fairness, or inclusion.

Trump has additionally repeatedly tried to exclude undocumented individuals from the census, which might be an unprecedented change. If both of these issues occur, the nation will probably be one step additional away from understanding itself — and undercounted American communities will undergo the results. —Sara Herschander, Future Good fellow

A race to avoid wasting what’s left

This, after all, isn’t Trump’s first time in workplace, neither is it his first try and manipulate, ignore, or erase the numbers. And researchers, nonprofits, and activists have raised the alarm earlier than about dropping entry to high quality authorities knowledge.

There at the moment are a number of teams working to rescue and archive federal statistics and web sites, in addition to guides for locating data that has gone lacking.

However there’s solely a lot corporations, universities, and NGOs can do to match the US authorities’s data-gathering scale and depth. A concerted effort from the White Home to decrease or manipulate the numbers behind insurance policies can be arduous to counteract, and the consequences will linger for years to come back.

26 Well-liked Science tales you really liked in 2025

Dr. Mike
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26 Well-liked Science tales you really liked in 2025


In 2025, Well-liked Science continued our mission to demystify our bizarre world for tens of millions of readers. We debunked myths about child birds and rubbish patches. We answered your wildest questions—from how airplane bathrooms work to why you don’t bear in mind all of your goals. And hopefully, we delivered tales that knowledgeable and entertained. Utilizing a secret method of visitors knowledge, social exercise, and curatorial intuition, we chosen 26 tales that delighted you, expensive reader, this 12 months.

Within the Twenties, Radithor promised to remedy the whole lot from wrinkles to leukemia, however its unintended outcomes had been lethal.

Archaeologists stay baffled by a shocking, seemingly ahistorical discover positioned deep within the Canadian wilderness. However after years of analysis, evaluation, and historic corroboration, an interdisciplinary workforce has lastly made their findings obtainable to the general public. Tucked away in a forest roughly 465 miles northwest of Ottawa, a large slab of bedrock encompasses a hand-etched rendition of the total Lord’s Prayer. However the spiritual textual content isn’t inscribed in French or English—it’s composed of over 250 symbols from the oldest recognized runic alphabet.

Every little thing you want for a go-bag. Picture: Used with permission

For most folk, the phrase “prepper” evokes a picture of somebody who’s received approach an excessive amount of time on their arms at finest, and who spends approach an excessive amount of time following conspiracies on the Web at worst. However whilst you won’t wish to fill a yard bunker with canned meals (or, frankly, must), the reality is that you simply’re nearly actually overdue for a little bit prepping.

Brazil’s Fundação Nacional dos Povos Indígenas (Nationwide Basis of Indigenous Peoples, or Funai) estimates round 100 uncontacted Indigenous teams nonetheless reside deep within the Amazon rainforest. However on February 12, a person from a type of communities determined to satisfy his neighbors.

A playful polar bear. A helpless robber fly. And two hippos battling in golden mild.

robot rabbits
The robotic bunnies hope to lure the Burmese pythons out of hiding. Picture: sfwmd

Researchers discovered a artistic new resolution to trace down the snakes.

In 1886, ornithologist Frank Chapman went birdwatching in an uptown New York purchasing district—however he wasn’t trying to spot dwelling birds. He needed to see what number of completely different avians he might discover on individuals’s hats. 

He counted 542 hats adorned with elements from 174 completely different chicken species. This wasn’t uncommon: Nineteenth-century ladies had been obsessive about elaborate feathered hats that includes the whole lot from woodpeckers and blue jays to egret plumes, vulture wings, and full stuffed birds. Egret feathers had been particularly prized at $32 per ounce (twice the value of gold) as a result of they solely develop throughout nesting season. Hunters would bloodbath total colonies throughout this weak interval, wiping out two generations directly.

Enter Harriet Hemenway and her cousin Minna Corridor, two Boston socialites who learn concerning the egret slaughter and determined sufficient was sufficient. 

Azure waves lapping towards large piles of built-up junk. Rubbish mountains rising above the ocean. A thick crust of filth coating the ocean’s floor. It’s straightforward to seek out putting photos of the Nice Pacific Rubbish Patch (GPGP). The issue is that these footage of the GPGP are deceptive and obscure the reality concerning the content material of the GPGP, its origins, and the menace it poses to our ocean life.

A colorful vintage poster illustration featuring a large Uncle Sam figure in a stars and stripes outfit, leaning down to adjust the hands of a massive clock with Roman numerals, which has a red center. Below him, a smaller man is running frantically with a small clock showing the time is one hour earlier. The text at the top reads "VICTORY! CONGRESS PASSES DAYLIGHT SAVING BILL." The style is reminiscent of early 20th-century American political or war-time posters.
Between January and September in 1974, President Richard Nixon made daylight saving time everlasting for a short interval. Picture: Public Area

The consensus amongst sleep consultants and researchers is that we’d be finest served simply dropping the entire thought of DST and returning to plain outdated normal time (“ST”) all year long. However there’s one other risk: What if it was daylight financial savings time all 12 months spherical?

Properly, that truly occurred within the mid Nineteen Seventies. 

The engineering is surprisingly easy and remarkably intelligent.

The Nationwide Archives wants assist from individuals with a particular set of abilities–studying cursive. The archival bureau is looking for volunteer citizen archivists to assist them classify and/or transcribe greater than 200 years value of hand-written historic paperwork. Most of those are from the Revolutionary Conflict-era, recognized for looped and flowing penmanship.

spider with fungus
The brand new fungus Gibellula attenboroughii on the orb-weaving cave spider. CABI/Evans et. al 2025

Whereas filming a documentary in Northern Eire, a workforce of scientists found a brand new fungus that seems to govern spiders’ habits–and switch them into “zombies.”

Nature is merciless, majestic, and engaging. Generally, it’s additionally a bit foolish.

The Nikon Comedy Wildlife Images Awards has launched 17 beforehand unseen submissions to its 2024 competitors that commemorate the lighter facet of the animal kingdom. From an orangutan mom unfazed by her youngster’s antics to a brown bear cub face palming, these photographs will make you say “relatable.”

For over a century, easy lactic acid micro organism has been some of the dependable components to maintain meals and drinks secure. It goes in butter, cheese, and different dairy merchandise to assist prolong their shelf life. Now, a workforce in Denmark has uncovered among the preservation support’s earliest examples. Their findings solely come after an opportunity discovery hidden away within the bowels of a college basement.

hats in front of a truck
A small pattern of the hats collected by the Yellowstone Nationwide Park Geology Program from delicate thermal areas all through the park in 2025. CREDIT: Nationwide Park Service picture by Margery Worth, September 3, 2025.

It’s a chicken! No, it’s a aircraft! No, it’s your hat, ripped off your head by a gust of wind, spiraling off into the unknown. It’s occurred to the very best of us. The one factor left to do is buy one other one earlier than your face will get sunburnt. Quickly, the future of your former hat, together with everybody else’s, is way from thoughts—apart from one particular workforce at Yellowstone Nationwide Park. 

Thus far this 12 months, the Nationwide Park Service geologists at Yellowstone have recovered over 300 misplaced hats from hydrothermal areas. 

It occurred in 1859. At this time, it might be catastrophic.

Selecting out what to put on through the fall or spring could be robust. It is likely to be sweater climate within the morning, solely to really feel extra like summer season warmth by lunchtime. Or temperatures might begin out in winter’s biting chill and all of the sudden heat up. It may be troublesome to see 60 or 65 levels Fahrenheit throughout a morning forecast and precisely anticipate what that may even really feel like. There may be really a meteorological and a organic cause why the identical temperature can really feel completely different relying on the season.

At Well-liked Science, we’ve revealed our prestigious Better of What’s New listing since 1988. Our enthusiasm for ground-breaking improvements dates again even additional than that—all the way in which to Might 1872. For 153 years, we’ve celebrated the science and know-how that shapes our on a regular basis lives and launches humanity ahead.

car underwater
There isn’t a fast rationalization for the automobile’s inclusion aboard the plane service. Credit score: NOAA

A World Conflict II plane service sunk by Japanese forces incorporates an sudden piece of cargo on the backside of the Pacific Ocean: a thriller automobile. Now, NOAA researchers need the general public’s assist to determine the automobile contained in the stays of the USS Yorktown. The invention was made on April 19 throughout a remotely operated deep water survey on the Papahānaumokuākea Marine Nationwide Monument.

When you get up hungry and achy each morning, one man might need all of the solutions you want: Dr. John Harvey Kellogg. On the 1893 World’s Truthful in Chicago, Kellogg, who is known for creating Kellogg’s Corn Flakes, launched the so-called Incandescent Electrical-Mild Tub. That innovation, which used electrical bulbs as mild remedy to use warmth to the physique, laid the groundwork for the fashionable infrared sauna. The purported advantages of an infrared sauna provide loads of promise—from limbering up our limbs to detoxifying our our bodies—and the market is surging as of late with increasing choices inside wellness clinics and for the house. However can infrared saunas loosen up muscle tissues, scale back stress, and detoxify?

air force one flying in the sky
Illustration of the VC-25B coloration scheme introduced March 2023. Picture: U.S. Air Drive

From the skin, the president’s aircraft doesn’t look all that completely different from a industrial 747 jet, save the massive “United States of America” textual content stretching alongside its facet. The true variations are below the hood.

It’s a delusion that folks will reject a misplaced chick due to a human scent.

Earlier this 12 months, whereas boarding a flight out of Houston, Texas, I observed my barely overfilled, bulging backpack wouldn’t fairly match within the area between my ft. I bent down, making an attempt to smoosh it into place—solely to appreciate I couldn’t really attain the cabin ground with out my face slamming into the seat in entrance of me. For a short, heart-racing second, I used to be caught, wanting like a MythBusters crash dummy bracing for impression. Had been airline seats at all times this cramped? Or had I simply gotten that a lot greater?

It seems, I wasn’t alone. Almost everybody I’ve spoken to since has had an analogous thought. Airplane seats, they argue, have undoubtedly reduced in size. Specialists interviewed by Well-liked Science verify that hunch: some seats are certainly shrinking, at the same time as passengers are, on common, getting bigger. In the meantime, airways are capitalizing on minimal seat-size laws to pack extra individuals into every flight. The consequence? Larger revenues for high carriers and supposedly cheaper tickets.

Initially used for radar and different applied sciences, the facility of microwaves was first harnessed particularly for heating meals in 1947. By the late Nineteen Sixties, industrial microwave ovens had been small and cheap sufficient to turn into fixtures of the fashionable kitchen. And by the Nineteen Seventies, scientists had been beginning to marvel simply how this type of electromagnetic radiation is likely to be affecting the meals that it heated. Microwaving meals produces completely different textures and flavors than different cooking strategies. So what, if something, occurs to the vitamin in meals when it will get nuked in your microwave oven?

Whether or not you recall them or not, you seemingly dream nightly.

Over a dozen classic planes are presently scattered throughout an plane boneyard in northern Wyoming. When you can journey about 85 miles east of Yellowstone Nationwide Park to Large Horn County, relics corresponding to a Lockheed P-2 Neptune might be yours for as little as $25—simply don’t anticipate to fly away in any of your new purchases.

 

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2025 PopSci Out of doors Present Information

 

Greatest Information Visualization Tasks of 2025 – FlowingData

Dr. Mike
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Greatest Information Visualization Tasks of 2025 – FlowingData


One other yr. It handed extraordinarily quick and but, painfully sluggish. Regardless of growing tech that some suppose may take over our day-to-day work, information issues received made by folks this yr. These are my favorites.

Alyssa Mungcal, Amanda Chai, Chee Wei Xian, Ernest Ong, Khoo Zi Qi, Stephanie Adeline, and Tang Hao Liang for The Straits Instances

Contained in the Complicated World of Ladies’s Clothes Sizes

They approached the subject from a number of angles with 3-D fashions, information assortment, and sizing charts. Including to the visualization style of variable garments sizes, this piece helped me admire the method that’s ladies’s purchasing. [See the Project / On FlowingData]

Aatish Bhatia, Francesca Paris, and Rumsey Taylor for The New York Instances

Your Zodiac Signal Is 2,000 Years Out of Date

The visualized shifts in time modified my notion of zodiac indicators eternally. I’m exaggerating. However this piece got here at a welcome time through the yr. [See the Project / On FlowingData]

Simon Scarr, Vijdan Mohammad Kawoosa, and Sudev Kiyada for Reuters

How California fights fires from the skies

Wildfires hit Southern California quick and exhausting. This piece illustrated, with maps, charts, and diagrams, how firefighters organized to combat the fires. As a Californian, I appreciated the timeliness. [See the Project / On FlowingData]

Alvin Chang for The Pudding

half-hour with a stranger

I’m regularly impressed by the connection between summary information and actuality. Chang understands and is aware of how that can assist you see the person information factors within the area of aggregates. [See the Project / On FlowingData]

Maya Claire

Museum of All Issues

We use Wikipedia as a reference to search for particular info however there may be additionally an exploration section that sends us down rabbit holes. Claire turned the rabbit gap into an infinite museum. [See the Project / On FlowingData]

Ally J. Levine, Soumya Karwa, and Travis Hartman for Reuters

Eroding Protections for Public Lands

The important thing to my visualization coronary heart is thru classic feels that appear to be they got here from a nineteenth century statistical atlas. [See the Project / On FlowingData]

J. David Goodman, Malika Khurana, Bora Erden, Marco Hernandez, Yuhan Liu, Karthik Patanjali, Bedel Saget, and Charlie Good for The New York Instances

Swept Away

A reconstruction of the flooding at Camp Mystic offered perspective on a number of ranges. [See the Project / On FlowingData]

Neal Agarwal, Julius Csotonyi, Aleix Ramon, and Iratxe Ibaibarriaga

Dimension of Life

The illustrations. The music. The sound. The interplay. All of it comes collectively to current a well-recognized subject, superbly executed. [See the Project / On FlowingData]

Phoebe Weston, Ana Lucía González Paz, Prina Shah, and Antonio Voce for The Guardian

Chicken migration is altering. What does this reveal about our planet? – visualised

Animated maps, illustrations, and sounds aid you perceive flight of the birds. [See the Project / On FlowingData]

Matthew Wilcock

Motorway Cycle XI

Wilcock transforms on a regular basis actions into music. It’s one factor to sonify information and one other to show it into calming tunes. [See the Project / On FlowingData]

Glad new yr. Let’s make it an excellent one.

See the perfect of the perfect from earlier years: 2008, 2009, 2010, 2011, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, and 2024.



Hottest posts – 2025

Dr. Mike
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Hottest posts – 2025


At this time is the final day of 2025. Relying on the place you’re studying this, the social gathering might need already begun. I start this end-of-year publish by wishing you a secure and enjoyable time tonight.

This weblog is only a private interest. Once I’m further busy as I used to be this 12 months the weblog is a front-line casualty. For this reason 2024 noticed a weaker posting stream. As I do nearly every year, I checked the analytics stats to see what generated probably the most curiosity this 12 months. I’m happy with round 13K (energetic) visits this 12 months, a median of 37 seconds spent per go to (when the browser tab is within the foreground and energetic). Given our collective TikTok-wired brains, I think about these 37 seconds as a praise.

The 2 hottest posts this 12 months had been additionally coincidentally the 2 items I most loved creating. Each posts dive into the all-important world of word-embedding:


The one is Understanding Phrase Embeddings (1) – Algebra and the opposite is Understanding Phrase Embeddings (2) – Geometry.

On the left (scroll down) yow will discover the preferred posts from earlier years.

To my readership. Thanks for studying, sharing, in your emails, corrections, feedback and good questions. Completely happy, wholesome, and productive 2026!


pic credit score: Morvanic Lee

What’s !necessary #2: Conditional View Transitions, CSS/SVG Textual content Results, the Better of CSS Bluesky, and Extra

Dr. Mike
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What’s !necessary #2: Conditional View Transitions, CSS/SVG Textual content Results, the Better of CSS Bluesky, and Extra


2026 is nearly upon us. I do know we’re all itching to see the clock strike midnight (cue The Remaining Countdown by Europe), however not with out recapping the most effective CSS-related issues that occurred during the last two weeks!

Conditional view transitions

Chris Coyier confirmed us learn how to set off totally different view transitions primarily based on the URL (or any conditional JavaScript logic, actually). Nevertheless, Bramus talked about within the feedback that navigation matching is coming to CSS, so we’d not must depend on JavaScript for that half for very lengthy. I’m maintaining my fingers crossed for 2026!

Annotating design system parts for accessibility

Geri Reid fastidiously defined learn how to annotate design system parts for accessibility, giving stable HTML-based examples. I particularly love the half about defining components, ARIA, markup, keyboard navigation, zoom, and person preferences as accessibility tokens.

Supply: zeroheight.

Firefox to turn out to be a “fashionable AI browser” to the delight of completely nobody

Firefox has been a little bit of a rollercoaster these days. It began with an interview on The Verge, the place new CEO Anthony Enzor-DeMeo stated that Firefox “will evolve into a contemporary AI browser.” With solely 2.3% of the browser market share, I suppose it was inevitable that Firefox would attempt to shake issues up, however customers don’t seem to need this in any respect. To stem the bleeding although, they’ve introduced an AI kill swap.

And that’s how I met your Mo- …Waterfox, which is a no-AI fork of Firefox.

Creating ‘toon textual content with CSS and SVG

Andy Clarke demonstrated learn how to create the textual content results of traditional ‘toons utilizing CSS and SVG. I hadn’t heard of the paint-order CSS property earlier than this, in order that half is fairly darn cool.

A comparison of Andy Clarke’s ‘Hum Sweet Hum’ text effect (left) and the Augie Doggie ‘toon version of the same text effect (right).
Supply: Smashing Journal.

6 CSS options that you need to study in…2025

That’s proper, 2025! Adam Argyle wrote concerning the CSS options that you need to study in 2025 at first of the yr. Properly, it’s virtually 2026 now, so how did you do? I’ll be sincere — I barely even touched the floor of @property.

Nice CSS posts on Bluesky

Let’s be sincere, social media isn’t a enjoyable place to hang around anymore, however I’ll make the exception for Bluesky. I not often see stuff that’s not related to my pursuits, I truly discuss to folks on there, there’s a big dev neighborhood on there, and naturally CSS-Tips is on Bluesky too, as is the CSS-Tips workforce and lots of our authors.

So since browser updates usually ship at first of the month, listed below are some cool posts by the Bluesky CSS neighborhood as a substitute:

Temani Afif demonstrated a really attention-grabbing mixture of anchor positioning, attr(), container queries, and form(), which you’ll be able to mess around with (in all probability requires Chrome):

💡 CSS Tip!Two circles, one arrow, and CSS magic. 🪄A cool demo full of fashionable options (anchor positioning, attr(), container queries, form(), and extra!) 🤩css-tip.com/connected-ci…The form and place of the arrow are absolutely managed utilizing CSS (Sure, there’s a collision detection).

— CSS by T. Afif (@css-only.dev) 2025-12-16T11:21:17.632Z

Stephen Margheim listed the assorted causes why you need to namespace your semantic courses (e.g., rename .btn to .ui-button):

Just like Andy Clarke’s ‘toon textual content explorations, Ana Tudor’s displacement map textual content results are relatively astonishing as effectively, though you’ll most certainly want Chrome for cutting-edge stuff like this:

I personally love displacement maps.After they work, they will do actually cool stuff, not simply shrinking/ growth, but in addition rotation (codepen.io/thebabydino/…), 3D results (codepen.io/thebabydino/…), the effervescent lens impact (codepen.io/thebabydino/…).None of those duplicate/ break up textual content.

— Ana Tudor (@anatudor.bsky.social) 2025-12-26T11:41:39.033Z

There are extra displacement map textual content results in Ana’s feed.

George Black stated:

Writing CSS for my web site that makes use of fashionable options solely obtainable in Chrome or Safari, however not each. Eventual consistency — ultimately it’ll look proper in a single browser… proper?

Truly, sure! More than likely. For people who don’t know, the Interop Mission is a collaboration between Chrome, Firefox, and Safari the place they make sure options work persistently throughout their browsers. You may even vote on the options! Eager to study extra? Learn what Chrome and WebKit have stated about Interop 2026.

Lastly, a large shout-out to our very personal Sunkanmi Fafowora for saying what we’re all pondering:

Thanks to all who work very exhausting to broaden and push the boundaries of what we will do with CSS. You’ve made my work and the work of hundreds of thousands of others a lot simpler. You’re not unnoticed, and I do hope you’re having a tremendous day.

On that notice, the CSS-Tips workforce needs you a really glad new yr. Could your web sites be freed from bugs and work in all (secure) browsers!

See you in 2026!

What’s cloud computing? From infrastructure to autonomous, agentic-driven ecosystems

Dr. Mike
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0
What’s cloud computing? From infrastructure to autonomous, agentic-driven ecosystems

The bar to qualify as a multicloud adopter is low: A buyer simply wants to make use of multiple public cloud service. Nonetheless, relying on the quantity and number of cloud providers concerned, managing a number of clouds can turn out to be complicated from each a price optimization and a expertise perspective.

In some circumstances, prospects subscribe to a number of cloud providers merely to keep away from dependence on a single supplier. A extra subtle method is to pick public clouds based mostly on the distinctive providers they provide and, in some circumstances, combine them. For instance, builders would possibly wish to use Google’s Vertex AI Studio on Google Cloud Platform to construct AI-driven functions, however choose Jenkins hosted on the CloudBees platform for steady integration.

To regulate prices and cut back administration overhead, some prospects go for cloud administration platforms (CMPs) and/or cloud service brokers (CSBs), which allow you to handle a number of clouds as in the event that they have been one cloud. The issue is that these options are inclined to restrict prospects to such common-denominator providers as storage and compute, ignoring the panoply of providers that make every cloud distinctive.

Edge computing concerns

You typically see edge computing incorrectly described as a substitute for cloud computing. Edge computing is about shifting compute to native units in a extremely distributed system, usually as a layer round a cloud computing core. There’s usually a cloud concerned to orchestrate the entire units and take of their information, then analyze it or in any other case act on it. 

To the cloud and again – why repatriation is actual

Whereas public cloud provides scalability and suppleness, some enterprises are opting to return to on-premises infrastructure as a consequence of rising prices, information safety issues, efficiency points, vendor lock-in, and regulatory compliance challenges. Whereas the general public cloud provides scalability and suppleness, on-premises infrastructure supplies larger management, customization, and potential value financial savings in sure eventualities main some expertise decision-makers to think about repatriation. Nonetheless, a hybrid cloud method, combining private and non-private cloud, typically provides the most effective steadiness of advantages.

Extra particular causes to repatriate together with the next:

  • Unanticipated prices, comparable to information switch charges, storage fees, and egress charges, can shortly escalate, particularly for large-scale cloud deployments.  
  • Inaccurate useful resource provisioning or underutilization can result in higher-than-expected prices.
  • Stricter information privateness rules require organizations to retailer and course of information inside particular geographic boundaries.  
  • For extremely delicate information, firms might choose to take care of larger management over safety measures and entry permissions. 
  • On-premises infrastructure can provide decrease latency, notably for functions requiring real-time processing or high-performance computing.  
  • Overreliance on a single cloud supplier can restrict flexibility and enhance prices. Repatriation permits organizations to diversify their infrastructure and cut back vendor dependency.  
  • Industries with stringent compliance necessities might discover it simpler to satisfy requirements with on-premises infrastructure.  
  • On-premises environments provide larger management over {hardware}, software program, and community configurations, permitting for personalized options.  

Advantages of cloud computing

The cloud’s predominant enchantment is to scale back the time to market of functions that have to scale dynamically. More and more, nonetheless, builders are drawn to the cloud by the abundance of superior new providers that may be integrated into functions, from machine studying to web of issues (IoT) connectivity.

Though companies typically migrate legacy functions to the cloud to scale back information middle useful resource necessities, the actual advantages accrue to new functions that make the most of cloud providers and “cloud native” attributes. The latter embrace microservices structure, Linux containers to boost utility portability, and container administration options comparable to Kubernetes that orchestrate container-based providers. Cloud-native approaches and options will be a part of both public or personal clouds and assist allow extremely environment friendly devops workflows.

Cloud computing, be it public or personal or hybrid or multicloud, has turn out to be the platform of alternative for giant functions, notably customer-facing ones that want to alter steadily or scale dynamically. Extra considerably, the foremost public clouds now cleared the path in enterprise expertise growth, debuting new advances earlier than they seem wherever else. Workload by workload, enterprises are choosing the cloud, the place an limitless parade of thrilling new applied sciences invite modern use.

SaaS has its roots within the ASP (utility service supplier) development of the early 2000s, when suppliers would run functions for enterprise prospects within the supplier’s information middle, with devoted cases for every buyer. The ASP mannequin was a spectacular failure as a result of it shortly turned unimaginable for suppliers to take care of so many separate cases, notably as prospects demanded customizations and updates.

Salesforce is extensively thought of the primary firm to launch a extremely profitable SaaS utility utilizing multitenancy — a defining attribute of the SaaS mannequin. Fairly than every Salesforce buyer getting its personal utility occasion, prospects who subscribe to the corporate’s salesforce automation software program share a single, giant, dynamically scaled occasion of an utility (like tenants sharing an residence constructing), whereas storing their information in separate, safe repositories on the SaaS supplier’s servers. Fixes will be rolled out behind the scenes with zero downtime and prospects can obtain UX or performance enhancements as they turn out to be accessible.

Issue Meal Supply Promo: Free $200 Withings Physique-Scan Scale

Dr. Mike
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0
Issue Meal Supply Promo: Free 0 Withings Physique-Scan Scale


I’ll admit to being afraid of scales—the sort that weigh you, not those on a snake. And so my first response to the concept I might be getting a free body-scanning scale with a Issue ready meal package subscription was one thing akin to “Oh no!”

It is at all times unhealthy or shameful information, I figured, and perhaps nothing I do not already know. Although, because it turned out, I used to be flawed on each factors.

Issue is, after all, the ready meal model from meal package big HelloFresh, which I’ve examined whereas reviewing dozens of meal kits this previous yr. Suppose supply TV dinners, however truly contemporary and by no means frozen. Issue meals are supposed to be microwaved, however I discovered after I reviewed Issue final yr that the meals truly tasted significantly better if you happen to air-fry them (ideally utilizing a Ninja Crispi, the most effective reheating machine I do know).

Particularly, Issue excels on the low-carb and protein-rich food plan that has change into equally trendy amongst individuals who wish to drop extra pounds and individuals who prefer to raise it. Therefore, this scale. Issue would love you to have the ability to observe your progress in gaining muscle mass, dropping fats, or each. After which presumably preserve utilizing Issue to make your health or wellness objectives.

Whereas your first week of Issue comes at a reduction proper now, regular-price meals will probably be $14 to $15 a serving, plus $11 delivery per field. That is lower than most restaurant supply, however definitely greater than if you happen to had been whipping up these meals your self.

When you subscribe between now and the tip of March, the third Issue meal field will include a free Withings Physique Comp scale, which typically retails north of $200. The Withings does not simply weigh you. It scans your proportions of fats and bone and muscle, and not directly measures stress ranges and the elasticity of your blood vessels. It’s, in actual fact, WIRED’s favourite good scale, one thing like a health watch in your ft.

Anyway, to get the deal, use the code CONWITHINGS on Issue’s web site, or comply with the promo code hyperlink under.

Is It My Physique

The size that comes with the Issue subscription is about as fancy because it will get: a $200 Physique Comp scale from high-tech health monitoring firm Withings. The size makes use of bioelectrical impedance evaluation and another proprietary strategies so as to measure not simply your weight however your physique fats proportion, your lean muscle mass, your visceral fats, and your bone and water mass, your pulse charge, and even the stiffness of your arteries.

To get all this data, all you really want to do is stand on the size for a couple of minutes. The size will acknowledge you based mostly in your weight (you will have to be correct in describing your self if you arrange your profile for this to work), after which cycle by way of a collection of measurements earlier than supplying you with a cheery climate report for the day.

Withings

Physique Comp Good Scale

Your electrodermal exercise—the “pores and skin response by way of sweat gland stimulation in your ft”—gives a gauge of stress, or at the very least excitation. The Withings additionally purports to measure your arterial age, or stiffness, by way of the rate of your blood with every heartbeat. This sounds esoteric, but it surely has some scientific backing.

Notice that many physicians warning in opposition to taking oblique measurements of physique composition as gospel. Different physicians counter that earlier “gold customary” measurements aren’t completely correct, both. It is a massive ol’ debate. For myself, I are inclined to take smart-scale measurements as a handy solution to observe progress, and likewise a superb residence indicator for when there’s an issue that will require consideration from a doctor.

And so after all, I used to be petrified. A lot unhealthy information to get unexpectedly! I figured.

Importing Twitter knowledge into Stata

Dr. Mike
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0
Importing Twitter knowledge into Stata


Up to now, we’ve had customers ask if Stata might import Twitter knowledge. So we requested one in all our interns, Dawson Deere (at the moment engaged on his laptop science diploma at Texas A&M College) to see if he might write a brand new command to do that. He used Stata 15’s improved Java plugins function to put in writing a brand new twitter2stata command. To put in twitter2stata, sort


ssc set up twitter2stata, exchange

As soon as put in, you are able to do the next

  • Import tweets based mostly on a search string 
. twitter2stata searchtweets "search_string"
  • Import consumer knowledge utilizing a search string 
    • . twitter2stata searchusers "search_string"
  • Import a specfic consumer’s knowledge 
    • . twitter2stata getuser "userId_or_userName"
  • Import lists, likes, following, and followers consumer knowledge 
    • . twitter2stata likes "userId_or_userName"
. twitter2stata following "userId_or_userName"
. twitter2stata followers "userId_or_userName"
. twitter2stata lists "userId_or_userName"
  • Import knowledge a couple of particular checklist 
    • . twitter2stata listusers "listId_or_listName"
. twitter2stata listtweets "listId_or_listName"

    The principle function of this put up is to indicate you how one can get the twitter2stata command working in Stata. Beneath are the steps you need to take.

    1. To make use of this command, you need to have a Twitter account. For those who don’t have one, you possibly can create one right here.

    2. Twitter limits the quantity of knowledge you possibly can obtain. For the very best price limits, you need to create a Twitter app. To do that, login to the Twitter web site, and go to https://apps.twitter.com.

      It is best to see

    3. Click on on the Create New App button. You will notice

      graph1

    4. There are three fields you need to fill in: Identify, Description, and Web site. The identify of the appliance have to be distinctive. You may need to strive a couple of occasions to discover a distinctive Twitter utility identify. After getting crammed within the kind, click on on Create your Twitter Utility. Subsequent, click on on the Key and Entry Tokens tab.

      graph1

    5. Click on on the Create my entry token button to generate your entry token and entry token secret. You will notice

      graph1

    6. You will have to repeat the

      • Client Key (API Key)
      • Client Secret (API Secret)
      • Entry Token
      • Entry Token Secret

      and paste them right into a do-file, for instance, 

      native consumer_key "xWNlx*N9vESv0ZZBtGdm7fVB"
native consumer_secret "7D25oVzWeDCHrUlQcp9929@GOcnqWCuUKhDel"
native access_token "74741598400768-3hAYpZbiDvABPizx5lk57B8CTVyfa"
native access_token_secret "7HjDf25oVzDWAeDCHrUlQcpfNGOTzcnqWCuUKhDel"

      Be certain not to share these with anyone else.

    In the identical do-file, add the command 

    twitter2stata setaccess "`consumer_key'" "`consumer_secret'" ///
      "`access_token'" "`access_token_secret'"

    to initialize these settings for twitter2stata. For those who don’t use twitter2stata setaccess … earlier than every twitter2stata session, you’ll recieve the error beneath.

    
. twitter2stata searchtweets "star wars", numtweets(10)
entry token and entry token secret not set.
Run twitter2stata setaccess to set your entry token and entry token secret.
r(198);

    My do-file is now 

    native consumer_key "xWNlx*N9vESv0ZZBtGdm7fVB"
native consumer_secret "7D25oVzWeDCHrUlQcp9929@GOcnqWCuUKhDel"
native access_token "74741598400768-3hAYpZbiDvABPizx5lk57B8CTVyfa"
native access_token_secret "7HjDf25oVzDWAeDCHrUlQcpfNGOTzcnqWCuUKhDel"

twitter2stata setaccess "`consumer_key'" "`consumer_secret'" ///
     "`access_token'" "`access_token_secret'"
twitter2stata searchtweets "star wars", numtweets(10)
checklist user_screen_name user_follower_count user_friend_count, abbreviate(20)

    Once I run the do-file, I get 

    . twitter2stata searchtweets "star wars", numtweets(10)
(45 vars, 10 obs)

. checklist user_screen_name user_follower_count user_friend_count, abbreviate(20)

     +------------------------------------------------------------+
     | user_screen_name   user_follower_count   user_friend_count |
     |------------------------------------------------------------|
  1. |            024AB                  1297                1077 |
  2. |     StarWarsTime                  2040                1213 |
  3. |      LockerGnome                 24577                 976 |
  4. |           CMG_HD                     8                  35 |
  5. |   dilnyminic1986                     4                  30 |
     |------------------------------------------------------------|
  6. |     StarWarsTime                  2040                1213 |
  7. |   emimsohood1975                     3                   8 |
  8. |  Dan_NinjaRabbit                   712                2252 |
  9. |  KatelynLunsford                    13                  38 |
 10. |        PudseyMac                   335                 444 |
     +------------------------------------------------------------+

    Once more, there are limits to the quantity of knowledge Twitter will allow you to import. These limits are subcommand particular and restrict the variety of calls you may make to Twitter’s REST API each quarter-hour. Click on right here, to see a chart of all the information price limits.

    You’ll be able to learn the total particulars of twitter2stata‘s performance in its assist file after putting in it. Dawson was in a position to write this command utilizing Stata 15’s improved Java API along with Java library Twitter4J. In a later put up, I’ll focus on how he went about growing this command and present you ways straightforward it’s to put in writing Java code for Stata.



    Cisco Safe Shopper: The Built-in Platform for Federal Endpoint Safety and Compliance

    Dr. Mike
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    0
    Cisco Safe Shopper: The Built-in Platform for Federal Endpoint Safety and Compliance


    For U.S. public sector companies—from civilian departments to the DoD and Intelligence communities—the mission is at all times the highest precedence. Safeguarding delicate data, guaranteeing easy operations, and staying compliant are the non-negotiable duties of each hero within the subject. However even probably the most devoted defenders usually discover themselves tangled in an internet of ever-evolving endpoint safety instruments, every contributing to its personal challenges. It’s not nearly reminiscence consumption; it’s about battling efficiency slowdowns, wrestling with operational complexity, increasing the assault floor, and carrying the heavy load of managing a league of disconnected options.  

    With Cisco Safe Shopper, public sector heroes achieve built-in superpowers—streamlining safety, simplifying compliance, and unleashing top-tier efficiency all from a single, unified platform. Companies are rightly cautious about deploying further endpoint software program. Each new agent introduces: 

    • Efficiency Influence: Consuming CPU and reminiscence, probably degrading important system efficiency, particularly on legacy or resource-constrained units.
    • Complexity and Compatibility: Introducing administration challenges and potential conflicts with present techniques, resulting in operational disruptions.
    • Elevated Assault Floor: Every new software program element is a possible vulnerability, requiring rigorous analysis and ongoing patching.
    • Operational Overhead: Demanding important IT sources for deployment, upkeep, updates, and assist.
    • Compliance and Licensing Hurdles: Complicating adherence to strict authorities laws and audit necessities.
    • Person Expertise Degradation: Inflicting system slowdowns or frequent alerts that hinder productiveness.
    • Deployment Challenges: Requiring intensive planning and testing to reduce disruption throughout huge, distributed environments. 

    These formidable challenges name for extra than simply atypical options—they demand instruments with true superpowers: light-weight, environment friendly, and seamlessly built-in. That’s the place Cisco Safe Shopper swoops in, prepared to rework endpoint safety for the U.S. public sector. With its unified powers, Cisco Safe Shopper equips companies to beat complexity and shield their missions like by no means earlier than.

    One consumer, complete safety: The Cisco Safe Shopper benefit

    Cisco Safe Shopper consolidates a collection of important safety capabilities right into a single, extremely environment friendly agent. This unified method immediately addresses the public sector’s issues by lowering endpoint litter, simplifying administration, and considerably enhancing the general safety posture. It’s not only a VPN; it’s a foundational safety platform. 

    Let’s look underneath the superhero cape and discover the important thing modules and their advantages, demonstrating how one consumer delivers a mess of safety benefits: 

    1. VPN (Digital Non-public Community) Module: Safe distant entry and data-in-transit safety
      At its core, Cisco Safe Shopper supplies strong VPN connectivity, enabling safe distant entry for workers, contractors, and companions. It establishes encrypted tunnels, safeguarding delicate knowledge because it traverses untrusted networks. For companies with distributed workforces and a necessity for safe entry to categorized or delicate networks, this module is indispensable, serving to to make sure compliance with knowledge safety mandates.
    2. Community Visibility Module (NVM): Unprecedented endpoint perception
      NVM supplies deep visibility into endpoint community exercise. It collects circulation knowledge (who, what, when, the place, how) with out requiring a separate agent. This granular perception permits safety groups to:
      • Determine anomalous community habits: This functionality permits safety groups to identify uncommon or sudden community site visitors patterns that deviate from regular operations, which may usually be an early indicator of a safety breach or compromise. By flagging these deviations, it helps in proactively figuring out potential threats that may in any other case go unnoticed.
      • Detect malware command-and-control communications: This refers back to the capacity to pinpoint the precise community communications between a compromised endpoint and a malicious server, which malware makes use of to obtain directions or exfiltrate knowledge. Recognizing these “call-home” indicators is essential for rapidly isolating contaminated techniques and stopping additional harm.
      • Monitor utility utilization and implement acceptable use insurance policies: This perform supplies visibility into which functions are getting used on endpoints and by whom, enabling companies to assist guarantee compliance with their established pointers for software program use. It helps forestall unauthorized utility deployment, handle licensing, and keep a safe and productive computing atmosphere.
      • Speed up menace looking and incident response by offering a transparent image of endpoint communications: By providing detailed insights into all community exercise originating from endpoints, NVM considerably hurries up the method of proactively trying to find threats (menace looking) and responding successfully to safety incidents. This complete visibility permits analysts to rapidly perceive the scope of an assault, hint its origins, and implement containment measures.
    3. Umbrella Roaming Safety Module: DNS-layer safety in all places
      This module extends Cisco Umbrella’s highly effective DNS-layer safety to units even when they’re off the company community and never linked by way of VPN. It blocks entry to malicious domains (malware, phishing, C2 callbacks) on the earliest level, stopping threats from ever reaching the endpoint. That is essential for safeguarding cell workforces and units that regularly function outdoors the company’s conventional perimeter.
    4. Posture Module: Guaranteeing machine compliance
      The Posture Module assesses the safety state of an endpoint earlier than granting community entry. It will possibly verify for:
      •  Working system patches: This verify verifies that the endpoint has the newest safety updates and fixes utilized to its working system, which is important for remediating recognized vulnerabilities that attackers may exploit. Guaranteeing up-to-date patching considerably reduces the assault floor of the machine.
      • Antivirus definitions and standing: This refers to confirming that antivirus software program will not be solely put in and working but in addition has probably the most present menace definitions. This ensures the endpoint is supplied to detect and shield in opposition to the newest recognized malware and different malicious threats.
      • Presence: This functionality assesses whether or not particular, necessary safety software program, brokers, or important configurations (resembling disk encryption or host-based firewalls) are put in and lively on the endpoint. Verifying their presence helps make sure the machine adheres to organizational safety baselines earlier than being granted community entry.
      • Disk encryption standing: This ensures that solely units assembly outlined safety insurance policies can join, considerably lowering the chance of compromised endpoints introducing threats into the community. When built-in with Cisco Id Providers Engine (ISE), it permits dynamic entry management based mostly on machine posture and person identification.
    5. Duo Safety Module: Seamless multi-factor authentication (MFA)
      Integrating immediately with Cisco Duo, this module permits seamless MFA for VPN connections and different entry factors. MFA is a important management for presidency companies, mandated by varied directives (e.g., OMB M-19-17). By embedding MFA capabilities, Cisco Safe Shopper strengthens identification verification, making it considerably more durable for unauthorized customers to realize entry even when credentials are stolen.
    6. Safe Endpoint Enabler: Built-in menace detection and response
      Whereas Cisco Safe Endpoint (previously AMP for Endpoints) is a separate resolution, Cisco Safe Shopper consists of an enabler that simplifies its deployment and integration. This enables companies to leverage Safe Endpoint’s superior malware prevention, detection, and response capabilities, together with steady monitoring, retrospective safety, and menace looking, all managed centrally.
    7. Safe Entry (ZTNA Agent): The way forward for entry management
      As companies transfer in direction of Zero Belief architectures, Cisco Safe Shopper serves because the agent for Cisco Safe Entry (ZTNA). This functionality shifts from implicit belief to specific verification, granting granular, least-privilege entry to functions based mostly on person identification, machine posture, and context, no matter location. This considerably reduces the assault floor and enhances safety for cloud-based and on-premises functions.
    8. Cisco Endpoint Safety Analytics Constructed on Splunk (CESA)
      Cisco Endpoint Safety Analytics Constructed on Splunk (CESA) enhances Cisco Safe Shopper by offering deep endpoint visibility and an early-warning system for threats. It leverages telemetry from the Safe Shopper’s Community Visibility Module (NVM) to detect endpoint threats resembling zero-day malware, harmful person habits, and knowledge exfiltration earlier than they grow to be important points. CESA captures endpoint telemetry whether or not units are on or off the community, providing steady monitoring with out requiring further brokers. It supplies instantaneous insights by prebuilt Splunk dashboards, enabling safety groups to conduct forensic evaluation, monitor utility and SaaS utilization, and observe machine sorts and working techniques.

    The unified benefit for the public sector 

    By consolidating these important capabilities right into a single consumer, Cisco Safe Shopper delivers tangible superhero advantages immediately addressing public sector ache factors: 

    • Lowered endpoint footprint: Fewer brokers imply much less useful resource consumption, improved system efficiency, and a smaller assault floor.
    • Simplified administration and operations: Centralized deployment, configuration, and monitoring cut back IT overhead, releasing up useful sources for strategic initiatives.
    • Enhanced safety posture: A holistic, built-in method supplies complete safety in opposition to a variety of threats, from network-based assaults to superior malware and identification compromise. 
    • Streamlined compliance: Simpler to handle and audit safety controls, serving to companies meet stringent regulatory necessities (e.g., FISMA, NIST, CMMC).
    • Improved person expertise: Seamless, safe entry with out the friction of a number of, probably conflicting safety brokers.
    • Value effectivity: Consolidating a number of capabilities into one resolution can cut back licensing and operational prices related to disparate instruments. 

    For U.S. public sector companies going through an ever-evolving menace panorama, Cisco Safe Shopper equips your groups with true superpowers—a unified, environment friendly, and highly effective protect in opposition to cyber adversaries. This isn’t nearly dodging software program overload; it’s about deploying one built-in hero that delivers end-to-end safety, turbocharged effectivity, and steadfast compliance. With Cisco Safe Shopper, your company positive aspects the last word ally within the battle for safety and mission success. 

    References 

    Hackers drain $3.9M from Unleash Protocol after multisig hijack

    Dr. Mike
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    0
    Hackers drain .9M from Unleash Protocol after multisig hijack


    The decentralized mental property platform Unleash Protocol has misplaced round $3.9 million price of cryptocurrency after somebody executed an unauthorized contract improve that allowed asset withdrawals.

    In line with the staff behind the blockchain mission, the attacker obtained sufficient signing energy to behave as an administrator of Unleash’s multisig governance system.

    “Our preliminary investigation signifies that an externally owned deal with gained administrative management through Unleash’s multisig governance and carried out an unauthorized contract improve,” the corporate says in a public announcement.

    Wiz

    “This improve enabled asset withdrawals that weren’t authorised by the Unleash staff and occurred outdoors our meant governance and operational procedures.”

    Unleash Protocol is described as an working system for managing mental property (IP) by changing it into on-chain property (tokens) that can be utilized as collateral inside the DeFi ecosystem.

    It gives a monetization layer by means of sensible contracts and mechanically distributes licensing and royalty income to predefined stakeholders in line with on-chain guidelines.

    By performing the unauthorized sensible contract improve, the attacker unlocked the power to carry out withdrawals, leveraging it to steal WIP (wrapped IP), USDC, WETH (wrapped Ether), stIP (staked IP), and vIP (voting-escrowed IP) property.

    Blockchain safety consultants at PeckShieldAlert report that the unauthorized drain equates to losses of roughly $3.9 million.

    After their withdrawal, the property had been bridged through third-party infrastructure and transferred to exterior addresses to scale back traceability.

    PeckShieldAlert experiences that the attacker has deposited the stolen quantities into the Twister Money cryptocurrency mixing service within the type of 1,337 ETH.

    Tweet

    The Twister Money service, which was sanctioned by the U.S. in 2022 and delisted in 2025 for its function in laundering funds for North Korean hacking teams, allows customers to route cryptocurrency by means of obfuscation mechanisms earlier than withdrawing it to new, unlinkable wallets.

    Whereas designed to offer transaction privateness on public blockchains, it has been abused by cybercriminals to evade legislation enforcement monitoring and asset-freezing efforts.

    In response to the incident, Unleash Protocol has paused all operations and launched an investigation with the assistance of exterior safety consultants to find out the basis reason behind the exploit. On the similar time, they’re evaluating remediation and restoration measures.

    Within the meantime, customers are suggested to not work together with Unleash Protocol contracts till the corporate declares publicly on its official channels that it’s protected to take action.


    tines

    Damaged IAM is not simply an IT downside – the affect ripples throughout your entire enterprise.

    This sensible information covers why conventional IAM practices fail to maintain up with trendy calls for, examples of what “good” IAM seems to be like, and a easy guidelines for constructing a scalable technique.

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