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Every core element in entrepreneurship is about making the best use of all factors available. In a fast-paced world populated with technology, that is the reason why companies strive to be effective. Today, for a company like Meta the challenge is to utilize infrastructure properly while avoiding exceeding capacity limits. Entering this challenge was Siddhant Benadikar, who worked in distributed systems with Meta during a time when the company was acquiring new capacity and traffic demands were mounting but no new capacity was allocated for the year. It was in such an environment where transformation of the existing strategies became a necessity owing to Siddhant’s concern for the operational targets of the Meta Company. Transforming Platform Productivity: Optimisation Dynamics Siddhant impressively showcased his leadership when he took the lead in a very strategic project intended to re-engineer the performance of Meta’s platforms and at the same time reduce utilization. The problem solution was that Meta had to cope with the same performance of workloads under similar conditions of infrastructure availability, which allowed for the growing trends of system usage, efficiently serving its purpose. This was not an easy task when considering the size of Meta and the overwhelming amount of traffic that its infrastructure supports every day. One of the most impactful aspects in this case was the improvement of the K-nearest neighbor (KNN) search algorithm and its application to Meta’s FAISS library. This algorithm is part of several systems for data retrieval and recommendation employed within the wide ecosystem of Meta. The team of Siddhant made substantial upgrades in memory optimizing techniques and FASS integration and as a result, they managed to increase the KNN searches runtime efficiency by 15 times over its previous performance. This waste amount was not only a fast and efficient way of accessing data but also cut resource use by 40%. Such an accomplishment however meant that the same amount of data processing by meta’s platforms took place with over 60% less computational resources, which meant more capacity available to repurpose for other important system-enhancing programs. Beyond the optimization activities of KNN and FAISS, Siddhant also took active responsibility for the political aspect and integrated the platform into Meta’s quota management system. Such integration was necessary for curtailing resource allocation abuse, ensuring that every user of the system got their due portion of it according to the quota they had purchased. Focusing on efficiency and rational distribution of resources turned out relevant also for the optimization of particular user pipelines, in the processes of which Siddhant was able to implement some changes that made the data processing cycles more effective by eliminating unnecessary steps. The $20 Million Impact: Efficiency and Cost Savings All these development efforts had a compounding effect. In these facts, under Siddhant, the Meta company had approximately $20 million in savings added to the capital expenditure (CapEx). Reducing the required resource footprint to accommodate increasing traffic demands is where Siddhant’s project empowered Meta to stay within its capacity limits, even where the user traffic continued to increase. This project didn’t just solve immediate capacity issues – it laid the foundation for future improvements in efficiency as well as controllable growth in capacity. However, the full integration with the quota management system, specifically, was important in making sure that the system does not cause an overload and that Meta is always able to honor the service level agreements (SLA) with its internal business units. Thanks to introducing such capabilities as automated supervision and rational resource allocation within a specified time, the team led by Siddhant managed to avoid congestion and guaranteed that critical applications were always provided with sufficient computing resources. This project, probably, highlights strong technical knowledge and the out-of-the-box thinking from Siddhant. His capacity to spearhead efficiency strategies in a high-performance distributed system was not only a quick fix to the pressing issues that had been experienced at Meta but was also a step toward the enhancement of resource management concepts at Meta. Siddhant showed that optimization in terms of meeting commercial objectives is possible without delay in performance through the use of a blend of algorithms, memory management skills, and integration styles. Beyond Optimization: Establishing the Cornerstones for Future Runway Expansion As successful as the resource optimization project turned out to be, its effects were not only limited to the quick wins in terms of efficiency and cost reduction. Siddhant’s efforts succeeded in raising the bar of how such projects were undertaken at Meta within resource constraints. By decreasing reliance on additional infrastructure, the project also allowed Meta to reallocate resources towards other most critical projects within the company and hence advance its overall strategic goals. Enhancing the Technology Results: Scalable Integration of a Compute TPL with Heterogeneous Accelerator Clients. Lending entity computing industries recently supported this initiative granting the company’s growth inconsistency within a critical market image. Certainly, incarceration or In such prospect, we prognosticate augmentations of scale currently delineated in the data and to similar bifurcated systems. The optimizations that Sith carried out have been adopted in the other architectures of META enabling different teams to achieve the KNN and FAISS progress in other data-heavy devices at the same time. This interchange of ideas between different units and the application of the best concepts regarding the technology layers has enhanced the connectivity and the effectiveness of the technology stack allowing META to grow in the future. From Aspirations to Achievements: siddhant's Journey in Distributed Systems Siddhant’s rise to assuming the position of a resource optimization expert at Meta shows his furrow of innovation and problem-solving capability. At first, he wanted to join a medical course, but since he loved how technology works and how complex problems are solved, he decided to change to computer science. He obtained several degrees in computer science, emphasizing the areas of distributed systems, machine learning, and large data architecture. His combination of machine learning, graph algorithms, and system optimization gave him an upper hand in solving some of the toughest challenges at Meta. Siddhant has recruited and retained talent while executing complex, high-impact projects perfectly blending deep technical skills alongside high-level strategic thinking. The resource optimization work was not relayed to merely addressing current issues but rather transformed the norm in which Meta views a potentiality in greater efficiency and scalability. The Human Side of Technology: Leadership and Mentorship In addition to contributing research ideas, Siddhant has always spearheaded mentoring and team-building activities. The management of such an intricate project takes more than technical expertise; it consists of motivating and leading a group through complicated and frequently unclear situations. Leading him, as a leader towards a target is collaborative, explicit, and through unceasing advancement. Siddhant created a culture of innovation and resilience by nurturing an atmosphere where all the team members are encouraged to submit their ideas and knowledge. He has been a mentor to junior engineers in this area, helping them grow and become proactive so that they may take on greater challenges and responsibilities and add value to Meta. Looking Forward: The Future of Resource Optimization Siddhant has thoughts beyond the immediate present and believes there is still scope for improvement in resource optimization as well as distributed systems. Data-intensive applications; large-scale infrastructure; and economies of scale have always required efficiency in resource allocation and optimization more than any other. He foresees this phase as the afternoon of day_two where optimization will be an inbuilt design philosophy rather than a reactive strategy. He has expressed a great inclination towards the combination of resource optimization and new persuasive technologies such as artificial intelligence (AI) and machine learning (ML). Elaborating on this point, Siddhant considers it feasible to design systems of resource management that incorporate the use of AI and ML, making them more efficient yet inherently more flexible and smarter. These subsystems would forecast capacity requirements, reconfigure existing resources on demand and in real-time, and refine operation strategies and policies considering the actual level of workloads and changing business objectives. About Siddhant Benadikar An experienced professional with a particular focus on distributed systems, resource management, and large data architecture design is Siddhant Benadikar. His contributions while working for Meta helped in implementing various efficiency measures that resulted in substantial reductions in capital expenditures for the corporation while improving the performance and scalability of the platform. Over the past few years, there have been numerous achievements and progress in the work coupled with the thirst for tackling new high-level problems, which has propelled Siddhant to explore many new heights in large-scale distributed computing. There are new standards that have been set by his leadership and vision about how resources can be optimized making him a central figure in the tech world that continually yearns for efficiency and optimization.

ROCK HILL, S.C., Nov. 21, 2024 (GLOBE NEWSWIRE) -- 3D Systems (NYSE:DDD) (“the Company”) today announced the Company will release its financial results for third quarter 2024 after the U.S. stock markets close on Tuesday, November 26, 2024. The Company will hold a conference call and simultaneous webcast to discuss these financial results on Wednesday, November 27, 2024 at 8:30 a.m. Eastern Time. Third Quarter 2024 Financial Results Conference Call Date: Wednesday, November 27, 2024 Time: 8:30 a.m. Eastern Time Listen via webcast: www.3dsystems.com/investor Participate via telephone: 201-689-8345 The webcast replay will be available approximately two hours after the end of the conference call at www.3dsystems.com/investor . Additionally, the Company is announcing that on November 19, 2024, it received a notice (the “NYSE Notice”) from the New York Stock Exchange (the “NYSE”) that the Company is not in compliance with the NYSE’s continued listing requirements under the timely filing criteria established in Section 802.01E of the NYSE Listed Company Manual, because the Company has not timely filed its Quarterly Report on Form 10-Q for the fiscal quarter ended September 30, 2024 (the “Form 10-Q”) with the Securities and Exchange Commission (the “SEC”), as previously reported and for the reasons described in the Company’s press release dated November 13, 2024 and Notification of Late Filing on Form 12b-25 filed with the SEC on November 13, 2024 (the “Form 12b-25”). The NYSE Notice has no immediate effect on the listing of the Company’s common stock on the NYSE. The NYSE Notice informed the Company that, under NYSE rules, the Company has six months from November 18, 2024 to regain compliance with the NYSE listing standards by filing the Form 10-Q with the SEC. The NYSE Notice further noted that, if the Company fails to file the Form 10-Q within the six-month period, the NYSE may grant, at its sole discretion, an extension of up to six additional months for the Company to regain compliance, depending on the specific circumstances. The NYSE Notice also notes that the NYSE may nevertheless commence delisting proceedings at any time if it deems that the circumstances warrant. The anticipated filing of the Form 10-Q by the Company on Tuesday, November 26, 2024, will bring the Company back into compliance with these NYSE listing standards. About 3D Systems More than 35 years ago, 3D Systems brought the innovation of 3D printing to the manufacturing industry. Today, as the leading additive manufacturing solutions partner, we bring innovation, performance, and reliability to every interaction – empowering our customers to create products and business models never before possible. Thanks to our unique offering of hardware, software, materials, and services, each application-specific solution is powered by the expertise of our application engineers who collaborate with customers to transform how they deliver their products and services. 3D Systems’ solutions address a variety of advanced applications in healthcare and industrial markets such as medical and dental, aerospace & defense, automotive, and durable goods. More information on the Company is available at www.3DSystems.com . Forward-Looking Statements Certain statements made in this release that are not statements of historical or current facts are forward-looking statements within the meaning of the Private Securities Litigation Reform Act of 1995. Forward-looking statements involve known and unknown risks, uncertainties and other factors that may cause the actual results, performance or achievements of the Company to be materially different from historical results or from any future results or projections expressed or implied by such forward-looking statements. In many cases, forward looking statements can be identified by terms such as “believes,” “belief,” “expects,” “may,” “will,” “estimates,” “intends,” “anticipates” or “plans” or the negative of these terms or other comparable terminology. Forward-looking statements are based upon management’s beliefs, assumptions and current expectations and may include comments as to the Company’s beliefs and expectations as to future events and trends affecting its business and are necessarily subject to uncertainties, many of which are outside the control of the Company. The factors described under the headings “Forward-Looking Statements” and “Risk Factors” in the Company’s periodic filings with the SEC, as well as other factors, could cause actual results to differ materially from those reflected or predicted in forward-looking statements. Although management believes that the expectations reflected in the forward-looking statements are reasonable, forward-looking statements are not, and should not be relied upon as a guarantee of future performance or results, nor will they necessarily prove to be accurate indications of the times at which such performance or results will be achieved. The forward-looking statements included are made only as the date of the statement. 3D Systems undertakes no obligation to update or revise any forward-looking statements made by management or on its behalf, whether as a result of future developments, subsequent events or circumstances or otherwise, except as required by law. Investor Contact: investor.relations@3dsystems.com Media Contact: press@3dsystems.comThis screenshot from Donald Trump Truth Social account shows an image of President-elect Donald Trump and first lady Jill Biden attending the ceremony in Notre Dame Cathedral as France’s iconic cathedral is formally reopening its doors for the first time since a devastating fire nearly destroyed the 861-year-old landmark in 2019, Dec .7, 2024 in Paris. Trump’s recent summit with Canadian Prime Minister Justin Trudeau and visit to Paris for the reopening of the Notre Dame Cathedral were not just exercises in negotiating trade policy and diplomacy. For Trump, they’ve also become fodder for trolling. (Truth Social via AP) This screenshot from Donald Trump’s Truth Social account shows am image of President-elect Donald Trump standing beside a Canadian flag. Trump’s recent summit with Canadian Prime Minister Justin Trudeau and visit to Paris for the reopening of the Notre Dame Cathedral were not just exercises in negotiating trade policy and diplomacy. For Trump, they’ve also become fodder for trolling. (Truth Social via AP) This screenshot from Donald Trump Truth Social account shows an image of President-elect Donald Trump and first lady Jill Biden attending the ceremony in Notre Dame Cathedral as France’s iconic cathedral is formally reopening its doors for the first time since a devastating fire nearly destroyed the 861-year-old landmark in 2019, Dec .7, 2024 in Paris. Trump’s recent summit with Canadian Prime Minister Justin Trudeau and visit to Paris for the reopening of the Notre Dame Cathedral were not just exercises in negotiating trade policy and diplomacy. For Trump, they’ve also become fodder for trolling. ( Truth Social via AP) This screenshot from Donald Trump Truth Social account shows an image of President-elect Donald Trump and first lady Jill Biden attending the ceremony in Notre Dame Cathedral as France’s iconic cathedral is formally reopening its doors for the first time since a devastating fire nearly destroyed the 861-year-old landmark in 2019, Dec .7, 2024 in Paris. Trump’s recent summit with Canadian Prime Minister Justin Trudeau and visit to Paris for the reopening of the Notre Dame Cathedral were not just exercises in negotiating trade policy and diplomacy. For Trump, they’ve also become fodder for trolling. (Truth Social via AP) By MICHELLE L. PRICE and ROB GILLIES NEW YORK (AP) — President-elect Donald Trump’s recent dinner with Canadian Prime Minister Justin Trudeau and his visit to Paris for the reopening of the Notre Dame Cathedral were not just exercises in policy and diplomacy. They were also prime trolling opportunities for Trump. Related Articles National Politics | Trump names Andrew Ferguson as head of Federal Trade Commission to replace Lina Khan National Politics | Biden says he was ‘stupid’ not to put his name on pandemic relief checks like Trump did National Politics | Biden issues veto threat on bill expanding federal judiciary as partisan split emerges National Politics | Trump lawyers and aide hit with 10 additional felony charges in Wisconsin over 2020 fake electors National Politics | After withdrawing as attorney general nominee, Matt Gaetz lands a talk show on OANN television Throughout his first term in the White House and during his campaign to return, Trump has spun out countless provocative, antagonizing and mocking statements. There were his belittling nicknames for political opponents, his impressions of other political figures and the plentiful memes he shared on social media. Now that’s he’s preparing to return to the Oval Office, Trump is back at it, and his trolling is attracting more attention — and eyerolls. On Sunday, Trump turned a photo of himself seated near a smiling first lady Jill Biden at the Notre Dame ceremony into a social media promo for his new perfume and cologne line, with the tag line, “A fragrance your enemies can’t resist!” The first lady’s office declined to comment. When Trudeau hastily flew to Florida to meet with Trump last month over the president-elect’s threat to impose a 25% tax on all Canadian products entering the U.S., the Republican tossed out the idea that Canada become the 51st U.S. state. The Canadians passed off the comment as a joke, but Trump has continued to play up the dig, including in a post Tuesday morning on his social media network referring to the prime minister as “Governor Justin Trudeau of the Great State of Canada.” After decades as an entertainer and tabloid fixture, Trump has a flair for the provocative that is aimed at attracting attention and, in his most recent incarnation as a politician, mobilizing fans. He has long relished poking at his opponents, both to demean and minimize them and to delight supporters who share his irreverent comments and posts widely online and cheer for them in person. Trump, to the joy of his fans, first publicly needled Canada on his social media network a week ago when he posted an AI-generated image that showed him standing on a mountain with a Canadian flag next to him and the caption “Oh Canada!” After his latest post, Canadian Immigration Minister Marc Miller said Tuesday: “It sounds like we’re living in a episode of South Park.” Trudeau said earlier this week that when it comes to Trump, “his approach will often be to challenge people, to destabilize a negotiating partner, to offer uncertainty and even sometimes a bit of chaos into the well established hallways of democracies and institutions and one of the most important things for us to do is not to freak out, not to panic.” Even Thanksgiving dinner isn’t a trolling-free zone for Trump’s adversaries. On Thanksgiving Day, Trump posted a movie clip from “National Lampoon’s Christmas Vacation” with President Joe Biden and other Democrats’ faces superimposed on the characters in a spoof of the turkey-carving scene. The video shows Trump appearing to explode out of the turkey in a swirl of purple sparks, with the former president stiffly dancing to one of his favorite songs, Village People’s “Y.M.C.A.” In his most recent presidential campaign, Trump mocked Florida Gov. Ron DeSantis, refusing to call his GOP primary opponent by his real name and instead dubbing him “Ron DeSanctimonious.” He added, for good measure, in a post on his Truth Social network: “I will never call Ron DeSanctimonious ‘Meatball’ Ron, as the Fake News is insisting I will.” As he campaigned against Biden, Trump taunted him in online posts and with comments and impressions at his rallies, deriding the president over his intellect, his walk, his golf game and even his beach body. After Vice President Kamala Harris took over Biden’s spot as the Democratic nominee, Trump repeatedly suggested she never worked at McDonalds while in college. Trump, true to form, turned his mocking into a spectacle by appearing at a Pennsylvania McDonalds in October, when he manned the fries station and held an impromptu news conference from the restaurant drive-thru. Trump’s team thinks people should get a sense of humor. “President Trump is a master at messaging and he’s always relatable to the average person, whereas many media members take themselves too seriously and have no concept of anything else other than suffering from Trump Derangement Syndrome,” said Steven Cheung, Trump’s communications director. “President Trump will Make America Great Again and we are getting back to a sense of optimism after a tumultuous four years.” Though both the Biden and Harris campaigns created and shared memes and launched other stunts to respond to Trump’s taunts, so far America’s neighbors to the north are not taking the bait. “I don’t think we should necessarily look on Truth Social for public policy,” Miller said. Gerald Butts, a former top adviser to Trudeau and a close friend, said Trump brought up the 51st state line to Trudeau repeatedly during Trump’s first term in office. “Oh God,” Butts said Tuesday, “At least a half dozen times.” “This is who he is and what he does. He’s trying to destabilize everybody and make people anxious,” Butts said. “He’s trying to get people on the defensive and anxious and therefore willing to do things they wouldn’t otherwise entertain if they had their wits about them. I don’t know why anybody is surprised by it.” Gillies reported from Toronto. Associated Press writer Darlene Superville contributed to this report. 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DNA tests will reveal where hard-to-find snakes are Traffic stops by Denver police plunge nearly 50% after new policy prohibits low-level enforcement The stars have come out at the Kennedy Center for Coppola, the Grateful Dead, Raitt and SandovalThe draw for the PDC’s headline annual event that takes place over the festive period at Alexandra Palace was conducted on Monday, with teenage sensation Littler and trailblazer Sherrock set to meet in the second round if the latter can successfully negotiate her opening assignment against Ryan Meikle. Littler’s incredible journey from relatively unknown prospect to global darting phenomenon at last year’s World Championship made headlines around the world as he brushed aside the likes of former winners Raymond van Barneveld and Rob Cross before losing an all-time classic final against Luke Humphries - since when he has become one of the sport’s most high-profile stars, winning 10 PDC titles so far and all of the Premier League, Grand Slam and World Series. Sherrock is also no stranger to making history at Ally Pally, in 2019 becoming the first female player ever to win a World Championship match. Last month, she qualified for the tournament for the fifth time in her career through the Women's Series Order of Merit. Littler and Sherrock are in the same half of the draw as defending champion and world No1 Humphries, who also defeated Littler in another thrilling final at the Players Championship in Minehead on Sunday. Humphries will start his title defence against either France’s Thibault Tricole or Australian Joe Comito, who face off in the first round. Elsewhere, Broughshane’s Josh Rock will take on either Karel Sedlacek or Rhys Griffin while Londonderry's Daryl Gurney is up against Florian Hempel or Jeffrey De Zwaan. Brendan Dolan faces Chris Landman or Lok Yin Lee. Second seed Michael Smith will battle either Kevin Doets or Noa-Lynn van Leuven first, while third seed Michael van Gerwen is set to meet one of James Hurrell or Jim Long. It will be either Scott Williams or Niko Springer up first for fifth seed Cross, meanwhile. Van Leuven is the first transgender player ever to compete at the World Championship. (1) Luke Humphries v Thibault Tricole/Joe Comito (32) Raymond van Barneveld v Nick Kenny/Stowe Buntz (16) James Wade v Jermaine Wattimena/Stefan Bellmont (17) Peter Wright v Wesley Plaisier/Ryusei Azemoto (8) Stephen Bunting v Alan Soutar/Kai Gotthardt (25) Dirk van Duijvenbode v Madars Razma/Christian Kist (9) Damon Heta v Connor Scutt/Ben Robb (24) Mike De Decker v Luke Woodhouse/Lourence Ilagan (4) Luke Littler v Ryan Meikle/Fallon Sherrock (29) Ritchie Edhouse v Ian White/Sandro Eric Sosing (13) Danny Noppert v Ryan Joyce/Darius Labanauskas (20) Ryan Searle v Mensur Suljovic/Matt Campbell (5) Rob Cross v Scott Williams/Niko Springer (28) Gian van Veen v Ricardo Pietreczko/Xiaochen Zong (12) Nathan Aspinall v Cameron Menzies/Leonard Gates (21) Andrew Gilding v Martin Lukeman/Nitin Kumar (2) Michael Smith v Kevin Doets/Noa-Lynn van Leuven (31) Krzysztof Ratajski v Richard Veenstra/Alexis Toylo (15) Chris Dobey v Stephen Burton/Alexander Merkx (18) Josh Rock v Karel Sedlacek/Rhys Griffin (7) Jonny Clayton v Mickey Mansell/Tomoya Goto (26) Daryl Gurney v Florian Hempel/Jeffrey De Zwaan (10) Gerwyn Price v Kim Huybrechts/Keane Barry (23) Joe Cullen v Wessel Nijman/Cameron Carolissen (3) Michael van Gerwen v James Hurrell/Jim Long (30) Brendan Dolan v Chris Landman/Lok Yin Lee (14) Gary Anderson v Jeffrey de Graaf/Rashad Sweeting (19) Ross Smith v Jim Williams/Paolo Nebrida (6) Dave Chisnall v Ricky Evans/Gordon Mathers (27) Gabriel Clemens v Niels Zonneveld/Robert Owen (11) Dimitri Van den Bergh v William O'Connor/Dylan Slevin (22) Martin Schindler v Callan Rydz/Romeo Grbavac First Round (x3), Second Round (x1) First Round (x3), Second Round (x1) First Round (x3), Second Round (x1) First Round (x3), Second Round (x1) First Round (x3), Second Round (x1) First Round (x3), Second Round (x1) First Round (x3), Second Round (x1) First Round (x3), Second Round (x1) First Round (x3), Second Round (x1) First Round (x2), Second Round (x2) Second Round (x4) Second Round (x4) Second Round (x4) Second Round (x4) Second Round (x4) Second Round (x4) Third Round (x3) Third Round (x3) Third Round (x3) Third Round (x3) Third Round (x3) Third Round (x1), Fourth Round (x2) Fourth Round (x3) Fourth Round (x3) Quarter-finals (x2) Quarter-finals (x2) Semi-Finals (x2) Final

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