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Report exhibits overinflated opinion of infrastructure automation excellence

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Report exhibits overinflated opinion of infrastructure automation excellence


Many infrastructure know-how groups imagine they’ve mastered infrastructure automation, however the information tells a special story. We commissioned a survey to discover the state of infrastructure automation, and this analysis uncovered a stark hole between notion and actuality. Whereas 45% of organizations imagine they’ve achieved a excessive degree of infrastructure automation, solely 14% exhibit the habits and know-how patterns of infrastructure automation excellence.

This is among the illuminating findings of our survey of 413 infrastructure device buy decision-makers and influencers, carried out by Panterra. Full outcomes are detailed in “The State of Infrastructure Automation” report, obtainable for obtain.

What I discover most compelling in regards to the survey revelations—and what the report addresses intimately—is the vital problem dealing with know-how decision-makers: balancing the necessity for velocity with the need of management. Within the pursuit of speedy deployment, many groups have sacrificed safety, governance, and operational stability. Probably the most profitable organizations—these we classify as “Leaders”—have discovered a method to break away from this “Velocity-Management Paradox,” reaching each velocity and management. Their success affords a blueprint for others to comply with.

What Infrastructure Automation Leaders Do That Others Don’t

The report uncovered clear patterns among the many most automation-mature organizations—those that have mastered the Velocity-Management Paradox:

  1. Developer Self-Service with Guardrails: Leaders empower builders to deploy infrastructure independently whereas embedding safeguards. Leaders have constructed high-velocity environments the place builders can give attention to constructing reasonably than troubleshooting: 61% of Leaders have streamlined workflows and lowered friction, in comparison with 8% of firms who’re labeled as simply getting began with Infrastructure Automation.
  2. Platform Engineering for Consistency: Leaders are 5 instances extra prone to have carried out a platform engineering group than their less-advanced friends: 29% of Leaders have carried out platform groups in comparison with simply 7% of whole respondents. Leaders don’t depend on ad-hoc automation; they set up devoted platform groups to create standardized workflows and reusable templates, making certain consistency throughout environments.
  3. Safety as a Constructed-In Basis: Greater than half (58%) of Leaders have minimize safety incidents, and 56% report fewer compliance violations versus 36% of whole respondents. Leaders combine automated safety checks, coverage enforcement, and drift detection into each stage of their automation pipeline. Safety is just not an afterthought; it’s a steady, proactive course of.
  4. Value Optimization as a Precedence: Leaders view value effectivity as important to enterprise success: 51% of Leaders cite value financial savings & ROI as a prime enterprise metric, in comparison with 41% of respondents general. By leveraging automated value estimation and coverage enforcement to curb overprovisioning and forestall waste, 47% of Leaders have efficiently lowered infrastructure prices, in comparison with 32% of all respondents.
  5. Orchestration Over Automation: Probably the most superior groups transcend device adoption. They orchestrate your entire infrastructure lifecycle—provisioning, configuration, safety, and governance—right into a unified, automated pipeline. This end-to-end orchestration is what drives true automation maturity and outcomes like these: Main firms are twice as prone to get infrastructure deployments proper on the primary strive, 4 instances extra prone to provision new assets in 4 hours or much less, and 5 instances extra prone to deploy modifications in manufacturing day by day or a number of instances a day. In distinction, over 50% of organizations take per week or extra to deploy infrastructure modifications in manufacturing, and 43% must rerun their infrastructure deployments greater than 4 instances to get it proper.

Is Your Group an Automation Chief?

The place are you on the adoption continuum? Your group could also be an Experimenter, testing out some instruments. Or maybe you’re an Adopter, implementing some automation however combating standardization and governance. Extra progressive firms will likely be Optimizers, having made important progress with automated deployments and governance, and focusing now on addressing gaps in safety, compliance and scalability. And bravo to you in case your group is a Chief, with automation, safety, compliance and scalability constructed into each course of.

Ask your self these questions to assist make clear your group’s present standing:

  • Are we automating for velocity alone, or are we orchestrating safety, compliance, and price management alongside it?
  • How a lot of our infrastructure is actually managed by Infrastructure as Code (IaC), and the way are we managing drift?
  • Are builders empowered with self-service instruments, or are they nonetheless ready on DevOps and platform groups to unlock progress?
  • Is safety embedded from the outset, or can we uncover vulnerabilities after deployment?
  • Will we measure success by deployment frequency alone, or can we additionally measure by effectivity, value financial savings, and threat discount?

Methods to Obtain Infrastructure Automation Excellence

Right here’s the very best information that our research reveals: Any group can obtain infrastructure automation excellence by adopting a deliberate, strategic strategy. Endeavor to do these 5 issues:

  1. Benchmark Your Maturity: Start with an sincere evaluation. Use obtainable self-assessment instruments to grasp the place you stand on the automation maturity curve. Recognizing gaps is step one towards enchancment.
  2. Shift Left on Safety & Compliance: Combine safety and compliance checks early in your infrastructure planning and lifecycle. Automated validation processes stop points from reaching manufacturing, decreasing threat and minimizing downtime.
  3. Steadiness Velocity with Governance: Foster a tradition the place velocity and safety are usually not competing priorities however complementary targets. Empower builders via self-service whereas establishing clear insurance policies and automatic guardrails.
  4. Standardize By Platform Engineering: Centralize automation efforts underneath a platform group that aligns instruments, workflows, and greatest practices throughout the group. This group ought to function an enabler, not a gatekeeper.
  5. Measure What Issues: Transfer past deployment velocity as the only real metric. Monitor value effectivity, safety incidents, and infrastructure stability. A balanced scorecard strategy fosters sustainable automation progress.

True infrastructure automation management is just not about shifting quick—it’s about shifting quick with certainty. To attain this, Leaders spend money on processes and group buildings that guarantee automation is each agile and safe.

From Experimentation to Excellence

Wherever you’re on the automation continuum, you’ll inevitably encounter the Velocity-Management Paradox alongside the way in which. The excellent news is that the blueprint for achievement is now clearer than ever. Leaders have proven that it’s attainable to ship on the velocity of innovation with out sacrificing management. 

We’d love to listen to extra about your automation journey and share how we can assist. Come see us at KubeCon, sales space N560. And be part of us for OpenTofu Day on April 1, the day earlier than the principle occasion kicks off.

And don’t overlook to obtain a duplicate of the analysis report and reap the benefits of our free evaluation device. See you at KubeCon!

NASA’s Curiosity Rover Has Made a Vital Discovery within the Seek for Alien Life

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NASA’s Curiosity Rover Has Made a Vital Discovery within the Seek for Alien Life


NASA’s Curiosity Mars rover has detected the largest natural (carbon-containing) molecules ever discovered on the purple planet. The invention is without doubt one of the most important findings within the seek for proof of previous life on Mars. It’s because, on Earth not less than, comparatively complicated, long-chain carbon molecules are concerned in biology. These molecules might truly be fragments of fatty acids, that are present in, for instance, the membranes surrounding organic cells.

Scientists assume that if life ever emerged on Mars it was most likely microbial in nature. As a result of microbes are so small, it’s tough to be definitive about any potential proof for all times discovered on Mars. Such proof wants extra highly effective scientific devices which can be too giant to be placed on a rover.

The natural molecules discovered by Curiosity include carbon atoms linked in lengthy chains, with different components bonded to them, like hydrogen and oxygen. They arrive from a 3.7-billion-year-old rock dubbed Cumberland, encountered by the rover at a presumed dried-up lakebed in Mars’s Gale Crater. Scientists used the Pattern Evaluation at Mars (Sam) instrument on the NASA rover to make their discovery.

Scientists had been truly in search of proof of amino acids, that are the constructing blocks of proteins and subsequently key elements of life as we all know it. However this surprising discovering is nearly as thrilling. The analysis is revealed in Proceedings of the Nationwide Academies of Science.

Among the many molecules had been decane, which has 10 carbon atoms and 22 hydrogen atoms, and dodecane, with 12 carbons and 26 hydrogen atoms. These are referred to as alkanes, which fall below the umbrella of the chemical compounds referred to as hydrocarbons.

It’s an thrilling time within the seek for life on Mars. In March this 12 months, scientists introduced proof of options in a unique rock sampled elsewhere on Mars by the Perseverance rover. These options, dubbed “leopard spots” and “poppy seeds,” might have been produced by the motion of microbial life within the distant previous, or not. The findings had been introduced at a US convention and haven’t but been revealed in a peer reviewed journal.

The Mars Pattern Return mission, a collaboration between NASA and the European House Company, provides hope that samples of rock collected and saved by Perseverance might be delivered to Earth for research in laboratories. The highly effective devices out there in terrestrial labs might lastly verify whether or not or not there may be clear proof for previous life on Mars. Nonetheless, in 2023, an impartial evaluate board criticized will increase in Mars Pattern Return’s funds. This prompted the businesses to rethink how the mission might be carried out. They’re at present finding out two revised choices.

Indicators of Life?

Cumberland was present in a area of Gale Crater known as Yellowknife Bay. This space incorporates rock formations that look suspiciously like these fashioned when sediment builds up on the backside of a lake. One in every of Curiosity’s scientific objectives is to look at the prospect that previous circumstances on Mars would have been appropriate for the event of life, so an historic lakebed is the proper place to search for them.

The researchers assume that the alkane molecules might as soon as have been elements of extra complicated fatty acid molecules. On Earth, fatty acids are elements of fat and oils. They’re produced by organic exercise in processes that assist type cell membranes, for instance. The recommended presence of fatty acids on this rock pattern has been round for a number of years, however the brand new paper particulars the total proof.

Fatty acids are lengthy, linear hydrocarbon molecules with a carboxyl group (COOH) at one finish and a methyl group (CH3) on the different, forming a series of carbon and hydrogen atoms.

A fats molecule consists of two major elements: glycerol and fatty acids. Glycerol is an alcohol molecule with three carbon atoms, 5 hydrogens, and three hydroxyl (chemically bonded oxygen and hydrogen, OH) teams. Fatty acids might have 4 to 36 carbon atoms; nevertheless, most of them have 12-18. The longest carbon chains present in Cumberland are 12 atoms lengthy.

Mars Sample Return

Mars Pattern Return will ship Mars rocks to Earth for research. This artist’s impression exhibits the ascent automobile leaving Mars with rock samples. NASA/JPL-Caltech

Natural molecules preserved in historic Martian rocks present a vital document of the previous habitability of Mars and might be chemical biosignatures (indicators that life was as soon as there).

The pattern from Cumberland has been analyzed by the Sam instrument many occasions, utilizing totally different experimental methods, and has proven proof of clay minerals, in addition to the first (smaller and less complicated) natural molecules discovered on Mars, again in 2015. These included a number of courses of chlorinated and sulphur-containing natural compounds in Gale crater sedimentary rocks, with chemical buildings of as much as six carbon atoms. The brand new discovery doubles the variety of carbon atoms present in a single molecule on Mars.

The alkane molecules are vital within the seek for biosignatures on Mars, however how they really fashioned stays unclear. They may be derived by geological or different chemical mechanisms that don’t contain fatty acids or life. These are referred to as abiotic sources. Nonetheless, the truth that they exist intact at the moment in samples which were uncovered to a harsh setting for a lot of tens of millions of years offers astrobiologists (scientists who research the opportunity of life past Earth) hope that proof of historic life may nonetheless be detectable at the moment.

It’s doable the pattern incorporates even longer chain natural molecules. It could additionally comprise extra complicated molecules which can be indicative of life, slightly than geological processes. Sadly, Sam will not be able to detecting these, so the following step is to ship Martian rock and soil to extra succesful laboratories on the Earth. Mars Pattern Return would do that with the samples already gathered by the Perseverance Mars rover. All that’s wanted now’s the funds.

This text is republished from The Dialog below a Artistic Commons license. Learn the authentic article.

For Google, REI and others, dimension is not the whole lot in clear power offers

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For Google, REI and others, dimension is not the whole lot in clear power offers


Google, Intuit, Microsoft, Patagonia, Rivian and REI are amongst a rising variety of corporations for which the capability of a renewable electrical energy undertaking isn’t a very powerful decision-making metric for signing a contract.

All six corporations are negotiating offers aimed toward bringing reasonably priced power to locations the place renewable electrical energy is scarce and different elements, together with excessive poverty ranges, have made it tough for shoppers to put money into power effectivity measures reminiscent of residence weatherization or up to date HVAC methods.

For instance, Microsoft disclosed a multi-year deal Feb. 25 to carry 200 megawatts of photo voltaic electrical energy to twenty communities over the subsequent 4 years with an preliminary give attention to Louisiana and Arkansas. That is the tech big’s second transaction with Clearloop, a Nashville, Tennessee, firm increasing solar energy in underserved places the place initiatives have a better impression on grid decarbonization and likewise present a constructive financial impression.

Clearloop makes use of a undertaking financing strategy that lets companies buy the environmental attribute certificates of utility-connected initiatives in areas the place renewables penetration is low, stated Clearloop Co-founder and CEO Laura Zapata. 

“If the federal government shouldn’t be going to make all these investments, perhaps the personal sector will,” she stated, describing the corporate’s origin story. Certainly one of Clearloop’s co-founders and angel traders is former Tennessee governor Phil Bredesen, who additionally co-founded Silicon Ranch, the photo voltaic developer that acquired Clearloop in October 2021.

Central theme: group resilience 

Clearloop prioritizes smaller initiatives — usually about 5 megawatts, or sufficient to energy 1,000 properties. A key promoting level in rural communities is the power of distributed photo voltaic methods to maintain communities on-line throughout broader grid outages, Zapata stated. That helps get initiatives accredited and usually producing energy in below one yr. “Deploy, deploy, deploy is the secret proper now,” she stated.

One other developer successful offers with high-profile companies is Sol Programs, an unbiased energy producer in Washington, D.C., that manages 7 gigawatts of fresh power initiatives in 38 states. It has publicly disclosed offers with Google, Microsoft, Patagonia and Rivian, to call a number of. 

Each Clearloop and Sol prioritize low-income communities with excessive irradiance. Investments usually include employment alternatives, investments in native faculties and different actions deemed essential by native residents. 

“You possibly can nonetheless use these initiatives to implement your objectives, however it’s not nearly merely extracting the advantages,” stated Adaora Ifebigh, senior director of group impression at Sol Programs. “If you wish to be there and present that you just’re going to be there, it’s essential to take into consideration issues in another way.”

Contemplate Sol’s relationship with Google, which in mid-March pledged one other $1.6 million (doubling a earlier funding). That cash funds grants at rural electrical cooperatives in North Carolina and South Carolina for power effectivity upgrades and different enhancements that scale back power demand and prices.

Solar panels under a blue sky with clouds.
The White Pines photo voltaic undertaking in Tennessee was funded with investments from Intuit and REI Cooperative.
Supply: Clearloop

Demonstrable impression for low-income shoppers

“[The relationship] instantly reduces the power burden on our members — significantly throughout excessive climate months — with out the pink tape that always comes with different funding sources,” stated Kevin Myers, supervisor of selling for the Santee Electrical Cooperative in Kingstree, South Carolina. “It’s not about coverage; it’s about folks.”

Santee is considered one of a number of organizations that receives funding enabled by the Google deal. The co-op, which can obtain $200,000 on account of the brand new funding, has funded upgrades at 76 properties over the previous two years, together with weatherization enhancements and installations of warmth pumps.

The homeowners of those properties usually don’t qualify for current packages as a result of they don’t have an ample credit score historical past or they hire the land the place their house is located — which is a deal-breaker in some places, Myers stated. “These funds will be utilized on to the [customers] who want this absolutely the most,” he stated.

Contemplate local weather, conservation and group

Electrical automobile maker Rivian opinions group improvement potentialities as a part of all its renewable power investments. Different elements: how a undertaking can scale back emissions on an in any other case soiled grid and whether or not the undertaking will trigger habitat destruction. (Take a look at its guidelines.)

For instance, Rivian teamed up with Patagonia and Sol to again a 50-megawatt undertaking in Stokes County, North Carolina. The funding supported an area robotics program for middle-school college students.

Rivian’s renewables technique goals to offset the impression of its manufacturing and add sufficient clear power capability to the grid to help 7 billion miles of carbon-free driving. 

“We’re on the lookout for initiatives that can consequence within the biggest potential to negate fossil fuels,” stated Andrew Peterman, director of superior power options at Rivian. “We actually take into consideration how we drive grid transformation that’s about greater than decarbonization.”

For instance, Rivian backed Clearloop’s work in Tennessee as a result of photo voltaic era accounts for lower than 1 p.c of the electrical energy there. Rivian is working with Clearloop so as to add sufficient solar energy to serve charging stations throughout the state, Peterman stated. “There are sustainability outcomes, however it’s actually about enabling the system,” he stated.

Let the group lead

Software program agency Intuit additionally collaborates with Clearloop. Along with REI, it backed a 2.8-megawatt photo voltaic set up in White Pine, Tennessee, that can energy at the very least 400 native households and likewise present zero-carbon electrical energy for REI’s close by distribution heart.

“Now we have by no means put a restrict on initiatives like this, however it does come right down to scope — not solely simply the clear power element but in addition whether or not it creates co-benefits,” stated Debbie Lizt, head of worldwide sustainability at Intuit. “We wish to use the assets that we’ve got to have a constructive impression.”

Intuit research financial impression potential as a part of its undertaking choice standards — in accord with its company mission assertion to “energy prosperity world wide.” It prioritizes areas the place electrical energy additions can scale back utility prices, present publicity to new applied sciences and doubtlessly create apprenticeship alternatives. 

Not like another corporations supporting small group photo voltaic initiatives, Intuit doesn’t rely the renewable power certificates they generate in the direction of its emissions discount objectives. Quite, it donates them to the group. “That is essential work to do even when it doesn’t serve our direct pursuits,” Lizt stated.

javascript – iOS PWA push notification actions (sure/no buttons) not exhibiting – any workaround?

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javascript – iOS PWA push notification actions (sure/no buttons) not exhibiting – any workaround?


I am attempting to implement push notifications for a PWA. This is the related code snippet utilizing PHP with Minishlink/WebPush:

use MinishlinkWebPushWebPush;
use MinishlinkWebPushSubscription;
$webPush = new WebPush($auth);

        $payload = json_encode([
            'title' => 'Booking Reminder',
            'body' => 'Do you want to book now?',
            'icon' => 'at.png',
            'url' => '', // optional default fallback
            'actions' => [
                [
                    'action' => 'yes',
                    'title' => 'Yes',
                    'icon' => 'yes.png'
                ],
                [
                    'action' => 'no',
                    'title' => 'No',
                    'icon' => 'no.png'
                ]
            ]
        ]);
        $webPush->queueNotification($subscription, $payload);

And right here is the related a part of my serviceworker.js:

self.addEventListener('notificationclick', perform (occasion) {
  occasion.notification.shut();
  let targetUrl="[target URL]";
  if (occasion.motion === 'sure') {
    targetUrl="[URL 1]";
  } else if (occasion.motion === 'no') {
    targetUrl="[URL 2]";
  } else {
    targetUrl="[URL 3]";
  }
  occasion.waitUntil(
    purchasers.matchAll({ kind: 'window', includeUncontrolled: true }).then(windowClients => {
      for (const shopper of windowClients) {
        if (shopper.url === targetUrl && 'focus' in shopper) {
          return shopper.focus();
        }
      }
      if (purchasers.openWindow) {
        return purchasers.openWindow(targetUrl);
      }
    })
  );
});

This setup works completely on Android — the “Sure” and “No” buttons seem and performance appropriately.

Nonetheless, the buttons don’t seem on iOS (tried – Safari+Chrome).

GPT Response –

You are working right into a identified limitation on iOS: As of now, interactive notification actions (like your sure/no buttons) are usually not supported in iOS Safari Progressive Net Apps (PWAs).

Is there any identified workaround or different to attain related performance on iOS?
The issue is important for my app since most of my customers are on iOS, and the sure/no resolution is central to the consumer expertise.

Thanks prematurely!

Huge 400GB X (Twitter) Knowledge Leak Surfaces on Hacker Boards

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Huge 400GB X (Twitter) Knowledge Leak Surfaces on Hacker Boards


A colossal 400GB trove containing knowledge from 2.873 billion X (previously Twitter) customers has surfaced on hacker boards.

The breach, allegedly dated January 2025, is now being deemed one of many largest knowledge leaks in social media historical past.

Breach Origin and Allegations

The leak first got here to gentle on March 28, 2025, when a knowledge leak discussion board person, “ThinkingOne,” revealed detailed details about the breach.

In keeping with their claims, the breach occurred throughout a turbulent interval of layoffs at X, allegedly perpetrated by a disgruntled worker.

ThinkingOne disclosed that its makes an attempt to inform X and its person base had been largely ignored, prompting them to disclose info on-line.

The hacker merged the leaked knowledge with data from a previous 2023 Twitter breach involving 200 million customers, which X had dismissed on the time as “publicly obtainable info.”

ThinkingOne said, “Solely data with display names current in each datasets are included, forming a complete of 201,186,753 entries.”

The Dataset: From Fundamental to Detailed Consumer Data

The dataset from the 2023 breach contained fundamental person knowledge, together with names, display names, and follower metrics.

Nevertheless, the 2025 dataset provides a a lot deeper layer of element. New fields embody person IDs, location, time zone, language preferences, buddy and follower counts, statuses, and detailed metrics on person exercise.

As an illustration, the account “TrumpOnline,” which was a part of the 2023 leak, now consists of expanded metadata comparable to:

  • ID: 41610628
  • Time Zone: -18000
  • Language: en
  • Follower Depend: 1,002
  • Final Standing Created At: 2011-09-06

This elevated granularity raises vital issues for privateness and safety, as such knowledge might be exploited for profiling, phishing, and focused cyberattacks.

Proof of Breach

Cyber Press, a cybersecurity investigative workforce, uncovered accompanying information linked to the breach.

Their evaluation revealed 165 separate information, together with CSV datasets dated January 24, 2025, containing a whole bunch of megabytes of structured knowledge.

Examples embody:

  • twitter_users_003.csv.xz: 372.6 MB
  • twitter_users_010.csv.xz: 376.0 MB
  • twitter_users_014.csv.xz: 361.2 MB

ThinkingOne stands by the authenticity of the leaked knowledge and claims to have totally analyzed it, although the precise technique of extraction stays unclear.

If verified, this breach would overshadow most earlier social media incidents, doubtlessly rating because the second-largest knowledge breach ever, trailing solely the 2021 Nationwide Public Knowledge breach of three.1 billion data.

Whereas X boasts 600 million Month-to-month Energetic Customers (MAUs), ThinkingOne asserts the platform’s whole registered accounts far exceed this determine, making the two.8 billion report rely believable.

The web response has been swift and anxious, with customers debating the severity of the incident and its implications. One particular person remarked, “Historical past has been made if that is actual.”

X has but to challenge an official assertion concerning the breach, leaving thousands and thousands of customers in unsure.

This alarming incident highlights essential vulnerabilities in social media platforms, underscoring the pressing want for enhanced safety measures and transparency.

As investigations unfold, the breach might function a sobering reminder of the significance of safeguarding person knowledge in an more and more interconnected digital world.

Discover this Information Attention-grabbing! Comply with us on Google Information, LinkedIn, & X to Get Immediate Updates!

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