Austin, Texas, United States, 17 December 2025 – Texas has announced a new partnership with Turning Point USA aimed at encouraging the creation of student chapters of the organization on high school campuses across the state. The initiative, supported by state leaders and representatives of Turning Point USA, has drawn attention for its potential impact on public education, student expression, and school administration.

State officials said the program does not formally require schools to establish the clubs. However, Governor Greg Abbott stated that schools should not block students who wish to form a Turning Point USA-affiliated group, known as Club America. He added that any reported interference could lead to review by the Texas Education Agency.

Expanding student organizations in schools

Turning Point USA is best known for its presence on college campuses, where it promotes civic engagement and discussions around constitutional principles and free-market ideas. Its high school program, Club America, is designed to help students organize discussions, participate in civic activities, and explore topics related to American government and society.

According to the organization, interest in starting new high school chapters has increased significantly in recent months. Turning Point USA representatives say some students have faced resistance from school administrators when attempting to launch clubs, which they argue has motivated closer cooperation with state leaders.

State involvement and funding

The announcement followed meetings between Turning Point USA leadership and senior Texas education officials earlier this year. Shortly after those discussions, Lieutenant Governor Dan Patrick publicly pledged campaign funds to support the expansion effort.

Governor Abbott compared Club America to other student groups already operating in public schools, such as faith-based or extracurricular organizations. He emphasized that the initiative is focused on values and civic principles rather than party politics.

Background and broader context

Turning Point USA was founded by conservative activist Charlie Kirk and has played an active role in national debates about free speech, education, and political expression. The organization has also drawn criticism over past initiatives, including online lists that highlight educators accused of promoting specific viewpoints in classrooms.

In Texas, the partnership comes amid broader education policy changes, including new laws affecting classroom content, student organizations, and school regulations. Similar partnerships between Turning Point USA and state officials have been announced in places such as Oklahoma and Florida, where the formation of clubs depends on student interest rather than direct school mandates.

Legal and constitutional questions

Education experts and legal scholars note that partnerships between state governments and politically active organizations raise important constitutional considerations. While student-led clubs are generally protected under free speech principles, questions remain about the role of state resources and influence in promoting specific organizations within public schools.

Observers say the Texas initiative will likely be closely watched to see how it is implemented and whether it leads to legal challenges or policy adjustments. School administrators may also need to navigate how to balance student rights, school policies, and state expectations.

As Texas moves forward with the partnership, the focus will be on how schools respond and how students engage with the new clubs. Supporters view the initiative as an opportunity for civic learning and engagement, while critics urge caution and careful oversight.

The situation highlights an ongoing national discussion about the role of public schools in civic education, the boundaries of student expression, and how states engage with external organizations on school campuses.

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According to certain reports, these towns are understood to be decked up, in essence, with cobblestone streets, as well as trees draped in Spanish moss and hillside ghost towns with legendary tales.

Talk about the stated towns on a slightly deeper level, we begin from Salem in Massachusetts. For better understanding, Salem has been historically known for its witchy past, but having said so, it also unlocks access to a vibrant coastal city with historic architecture, thriving shops, and easy access to Boston. More on the same would reveal how, every October, the city’s month long “Haunted Happenings” festival also transforms the city into Halloween central.

Next up, we have Sleepy Hallow in New York. Located right on the Hudson River and just north of Manhattan, Sleepy Hollow arrives on the bearing an intention to offer suburban living with legendary lore. Residents can enjoy, on a more specific note, scenic trails, historic homes, and one of the country’s most iconic Halloween celebrations, spanning lantern-lit cemetery tours, and the Headless Horseman.

Another town worth a mention would be Anoka in Minnesota, which is popularly called as the Halloween Capital of the World. As for why that might be the case, the answer resides in its track record of hosting Halloween-themed parades and festivities since 1920.

All in all, Anoka brings to you a family-friendly town with affordable homes and a warm Midwestern welcome.

Beyond that, Zillow’s list also features New Orleans in Louisiana. Largely touted as “America’s Most Haunted City,” New Orleans makes it possible for guests to enjoy ghostly legends around every corner. They can further tap into colorful architecture, world-class food, and a lively cultural scene.

Beyond that, we have St. Helens in Oregon, a town which has already featured in Disney’s Halloweentown with a month long “Spirit of Halloweentown” festival. Beyond October, residents can also appreciate the scenic setting, small-town feel, and proximity to Portland.

The list further touches on Independence in Kansas City. Offering one of the lowest home values on the list, Independence proposes a affordable proposition with small-town pride. You see, the town’s century-old “Neewollah” festival flips Halloween into a weeklong celebration, and therefore, showcases the community’s welcoming spirit.

Then, there is the Estes Park in Colorado. Estes Park effectively combines stunning natural beauty with a chilling claim to fame i.e. The Stanley Hotel, which served as inspiration for The Shining. Hiking, wildlife. Independence also offers mountain living to balance the town’s eerie allure.

Savannah in Georgia also makes Zillow’s list. The town’s cobblestone streets, centuries-old squares, and oak trees draped in Spanish moss, all come together to deliver an atmospheric backdrop for daily life. Boasring the tag of “America’s Most Ghostly City,” Savannah even provides optimal walkability, art, and Southern hospitality.

Joining that would be Orlando in Florida, a town where guests can come expecting vibrant neighborhoods, sunny weather and year-round activities. Halloween aficionados can markedly choose between family-friendly magic and scream-inducing thrills, all just a short drive away.

Up next is Denton in Texas. Named the “Halloween Capital of Texas,” Denton banks upon coffin races, haunted mazes, and live music to celebrate Halloween. Beyond the festivities, the said town features thriving arts scene, affordable homes, and a welcoming community vibe.

Hold on, we still have a few bits left to unpack, considering we haven’t yet touched upon Rutland in Vermont. For better understanding, Rutland is a small city with big Halloween Parade. which happens to be one of the nation’s oldest, while simultaneously filling downtown with creativity and community pride. Even when October is over, Rutland’s mountain scenery, arts scene, and friendly small-town vibe should help the town retain its attractiveness on the back of beautiful and spirited place.

We also haven’t touched upon Bucoda in Washington. Bucoda’s “Boo-Coda Spook-Tacular” basically packs together a hearse procession and ghost-hunting classes, complemented by close-knit, enthusiastic community that embraces the creative spirit all year long.

Rounding up highlights would be Laconia in New Hampshire where the guests can enjoy classic New England living with colorful autumns, cozy winters, and community-driven events, such as the Laconia Pumpkin Festival. The town’s small-town vibe also makes it an ideal place for anyone who loves the season’s typical traditions.

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Focused on improving upon the existing capabilities of the tech-giant’s leading AI clinical assistant i.e. Dragon Copilot, the tech giant will leverage this particular development to introduce world’s first ever commercially available ambient experience created for nursing workflows.

Complementing the same would be an assortment of new extensibility capabilities that allow partners to unlock greater value for Dragon Copilot users. More on the same would reveal how all these advancements arrive on the scene bearing an ability to intelligently facilitate secure integration of partner AI apps and agents directly into Dragon Copilot. The idea here is to help users unlock efficiencies without leaving their workflow, while simultaneously empowering nurses to integrate tailored AI capabilities into their day-to-day operations.

All in all, when leveraged in conjunction, these enhancements tread up a long distance to enhance revenue cycle management, clinical intelligence, workflow automation, and care delivery through its extensible architecture.

To understand the significance of such a development, we must take into account one particular research, where it was discovered that over half of family medicine visits involve multiple issues, with physicians managing an average of 2.7 concerns and performing eight actions, such as ordering tests, prescribing medication and making referrals, per encounter.

In case the scenario wasn’t tedious enough, clinicians are also required to handle prior authorizations and coding. With visits averaging just 15 minutes, this administrative load is now on the brink of compromising care quality and revenue integrity.

“The ecosystem Microsoft is creating with Dragon Copilot is essential for scalable innovation in healthcare,” said Brett Oliver, MD, chief medical information officer for Baptist Health. “Rather than relying on isolated point solutions, we’re able to adopt multiple tools — like Canary Speech — within a unified, ambient workflow. This approach allows us to advance diagnostics and care delivery without disrupting the clinician’s experience.”

Against that, Microsoft’s latest effort begins with the promise of trusted clinical insights, focused on helping clinicians make informed decisions quickly.

You see, thanks to partnerships with Elsevier, OpenEvidence, Wolters Kluwer, and UpToDate, Dragon Copilot should be able to provide access to curated clinical content directly within the workflow. Apart from credible reference content, other partners will also contribute their capabilities to drive smarter, faster decisions through solutions like clinical decision support with Atropos Health, vocal biomarker analysis with Canary Speech, clinical insights to manage at-risk patient populations with Lightbeam Health Solutions.

Next up, there is a facility in place to streamline revenue cycle management. Here, the idea is to provide access of applications that, on their part, can seamlessly streamline and automate critical revenue cycle processes. These processes include revenue cycle intelligence with Ensemble and Regard, and prior authorization with Cohere Health, Humata Health, and Rhyme. Apart from that, users can also expect to improve precision care economics at the point-of-care with RhythmX AI.

Another detail worth a mention is rooted in the prospect of enhancing patient experiences. In essence, Press Ganey will leverage Dragon Copilot’s ambient listening to turn patient-clinician conversations into actionable insights. This involves combining real-time dialogue with patient experience data to help healthcare organizations anticipate patient needs, reduce clinician burden, and at the same time; create more connected, human-centered care experiences.

Beyond that, the development in question also makes a point to integrate smart hospitals and virtual care through support from Artisight and hellocare.ai. The stated data can also be converted into documentation aligned with standard Dragon Copilot workflows.

“Partnering with Microsoft to shape the nursing solution has been transformative for Mercy nurses,” said Tracy Breece, Mercy executive director, nursing informatics. “We not only adopted a technology — we co-created one that reflects the realities of nursing. We’ve heard from nurses with decades of experience, many of whom were first reluctant to use the new technology, how appreciative they are for it in reducing anxiety and staying on time for admissions and discharges. These breakthroughs happen when technology is built with — and for — those who use it daily. This technology helps nurses feel more confident and supported in delivering care.”

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According to certain reports, these updates arrive on the scene bearing an ability to empower customer service, employee service, and contact center teams in the context of addressing issues more efficiently and delivering better outcomes.

For better understanding, Resolution Platform is built atop an assortment of AI Agents that, on their part, can handle a significant portion of well over 5 billion issues detected annually. These agents can further outperform legacy systems and traditional bots using effective management, while simultaneously deploying advanced LLMs like GPT-5 and the Model Context Protocol (MCP) for instant data access.

More on the same would reveal how such a mechanism really goes the distance to accelerate workflows and accelerate problem resolution. To better contextualize the underlying solution’s excellence, nearly 20,000 customers are currently using Zendesk AI.

In a bid to further optimize this market potential, Zendesk’s new update have all the means to speed resolution, enhance value, and strengthen trust in AI service. This they do by combining intelligent automation, streamlined workflows, and advanced analytics to personalize solutions.

Talk about these enhancements on a slightly deeper level, they include Voice AI Agents, Video Calling, Screen Sharing, IT Asset Management, Admin Copilot, Knowledge Builder, Action Builder, and App Builder.

Taking a deeper view of each solution, we begin from Zendesk’s Admin Copilot, a proactive AI assistant for service admins, capable of integrating summaries, insights, recommendations, automation, and proactive guidance through conversational tools.

Next up, we have an Action Builder. This one is essentially a low/no-code tool, geared towards creating workflows and automations with new connectors to OpenAI, Shopify, Confluence, as well as Microsoft Excel, Teams, and Outlook. Complementing that would be the introduction of an App Builder, which allows agents to build and deploy custom apps without coding.

Another detail worth a mention is rooted in the availability of Zendesk’s new Knowledge Connectors that are purpose-built to combine external knowledge sources like Confluence, Google Drive, and SharePoint, without migrating data.

Then, there is a Knowledge Builder coming into play. The stated Knowledge Builder is designed to leverage AI in the wider pursuit of creating and organizing a knowledge base from past tickets and business context, thus filling content gaps automatically.

Furthermore, users can come expecting Advanced Insights Powered by HyperArc. These insights basically combine AI and human analysis to deliver narrative insights, eventually revealing trends and root causes for proactive service management.

Beyond that, we have a facility for Video Calling & Screen Sharing. You see, having live video support in the mix makes it possible for agents to switch to high-touch interactions. This involves observing exactly what customers encounter to resolve complex issues with empathy, and at the same time, build trust in new markets.

Alongside that, we have a lineup of Voice AI Agents: Available within Zendesk Contact Center, the said fully autonomous AI agents are powered by agentic AI. As a result, they can understand natural speech, take action, and at the same time, resolve issues without escalation.

Hold on, we still have a few bits left to unpack, considering we haven’t yet touched upon the availability of Zendesk IT Asset Management service, which packages service and asset data together to resolve IT issues faster.

We also haven’t touched upon the all-new Service Catalog, tasked with providing a catalog of services and assets that employees can easily request directly from the help center.

Rounding up highlights would be the introduction of Microsoft Copilot Integration, designed to bring AI-powered Zendesk support directly into the Microsoft 365 apps.

“Zendesk is setting itself apart in the crowded AI-powered service market,” said Sudhir Rajagopal, Research Director at IDC. “The combination of AI Agents with an integrated platform covering Contact Centers and Employee Service offers more than just innovation, it drives tangible business results. With an emphasis on real-time issue resolution over service interactions, powered by customer insights, organizations can more effectively meet customer outcomes and realize measurable ROI.”

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According to certain reports, the stated solutions suite arrives on the scene bearing realograms i.e. auto-generated, to-scale diagrams of what’s actually on shelf. Beyond that, there will be real-time planogram dashboards and chain-wide visibility into product placement and availability.

More on the same would reveal how, when leveraged together, these tools can tread up a long distance to help retailers improve vendor collaboration, spot issues before they impact sales, and strengthen performance where it matters the most.

To understand the significance of such a development, we must take into account one Coresight Research study where it was revealed that retailers lose nearly 5.5% of sales and 5% of margin to in-store inefficiencies, with shoppers citing out-of-stocks and pricing errors as top frustrations. A separate line of data, provided by DataSense Market Research, also goes on to reveal that, on an average, no more than 60% retailers are fully compliant with the established regulations, something which costs them billions of dollars annually.

“Retailers win or lose at the shelf, yet actual shelf visibility has always been limited to spot checks and occasional store visits,” said Tom Gehani, VP of Product at Simbe. “With Simbe for Merchants, merchandising teams have access to the daily insights they need to ensure the right products are where they belong, displays are set right, and vendors are aligned on execution unlocking measurable sales and margin gains.”

Talk about Simbe’s new capabilities on a slightly deeper level, we begin from the promise of a multi-store view. You see, one can come expecting to instantly compare shelf conditions for any product, brand, or category across stores. As a result, multi-store view happens to be the perfect avenue for assessing execution of new items, seasonal sets, and vendor programs without travel.

Next up, we must expand the availability of realograms that, on their part, are auto-generated, to-scale diagrams well-equipped to show near real-time item location, facings, and brand/category share. These realograms are ideal for resets, audits, and redesigns.

Another detail worth a mention is rooted in Simbe’s bid to provide Comprehensive Planogram insights. Leveraging bleeding-edge planogram insights, the underlying technology is able to show you which stores are in or out of compliance down to the SKU. The idea here is to help teams correct drift before it costs sales.

Complementing that would be the introduction of dedicated vendor and brand dashboards. These dashboards basically deliver at your disposal centralized reporting on availability, as well as item and store counts by vendor or brand to enable better supplier accountability and planning.

Simbe also took this opportunity to unveil Simbe Mobile 2.0, which is understood to be a redesigned app built from associate feedback and modern workflows. This new app is essentially built to deliver a faster, more intuitive experience with streamlined navigation, smarter task management, instant store health snapshots, and multi-store toggling, making it easier for every role, from store associate to district leader, to resolve issues with confidence.

 As for the availability, the solution will be available for download in app stores next month.

“Solutions like Simbe’s can’t just live with store operations,” said Sean Spillane, former SVP of Strategy & Real Estate at Stop & Shop and a strategic advisor at Simbe. “Reflecting on my experience, I recommend bringing merchants into the shelf digitization program early. They have so much to gain from this data, and the value is undeniable.”

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According to certain reports, this particular enhancement arrives on the scene bearing an ability to intelligently parse and add SDS content based on a PDF upload. More on the same would reveal how such a mechanism should really go the distance to streamline chemical approval workflows, enhance data accuracy, as well as accelerate operational efficiency for organizations currently in the process of managing complex chemical inventories and regulatory obligations.

For better understanding, Benchmark’s Genny AI’s advanced capabilities, purpose-built for SDS automation, are meticulously designed to eliminate manual data entry and improve traceability, while simultaneously empowering teams to manage chemical workflows with greater confidence and control.

As for how the company’s latest update improves upon the given proposition moving forward, we begin from an assortment of flexible constituent extraction options that pack together flexible options to suit diverse user needs like initiating a new chemical approval or refining existing data.

The newly-updated Genny AI platform can also intelligently parse SDS content to auto-populate constituent data, all for the purpose of reducing manual effort and speeding up approval timelines. Alongside that, users will have the option to selectively update constituent information without overwriting other form fields, thus ensuring precision and control in chemical data management.

The stated development further treads up a long distance to achieve a rather consistent and intuitive experience for all users, regardless of role or task.

Next up, we must get into the introduction of automatic PFAS alerts. As a result, constituents listed on any PFAS regulatory list will be flagged instantly during autofill or parsing. The idea here is to enable users in the context of taking immediate action and ensuring alignment with evolving global regulations.

Another detail worth a mention is rooted in the availability of one-click PFAS scanning. This translates to how a new “Check SDS for PFAS” button will basically empower users to scan SDS files for PFAS substances with a single click.

Joining that would be a line-up of dynamic regulatory updates that include real-time insights into potential PFAS risks so to strengthen compliance readiness and support safer chemical management practices across the enterprise.

Beyond that, there is the potential for leveraging automation to achieve operational efficiency and a meaningful reduction in overall costs. You see, having AI-powered constituent extraction and batch upload workflow in the mix effectively eliminates up to 80% of manual data entry labor.

It also comes in handy to process multiple SDS documents simultaneously, a feature which cuts down on chemical approval cycles from days to hours, irons out bottlenecks in procurement timelines, and allows organizations to reallocate human resources from repetitive transcription tasks to strategic initiatives. Beyond that, the underlying technology even improves data integrity and regulatory traceability.

Moving on, thanks to real-time PFAS flagging with automatic alerts, the solution in question is able to ensure 100% detection of high-risk substances before they enter facilities, and therefore, prevent inadvertent regulatory violations and potential litigation exposure. In case that wasn’t enough, dynamic regulatory updates also leverage the prowess of automation to accommodate new restrictions as they emerge.

Rounding up highlights would be a feature to facilitate future enhancements that will be again delivered automatically without imposing any implementation costs, whereas on the other hand, native integration with existing workflows puts any need for parallel systems out of the picture. Complementing that would be various performance improvements in the context of processing time, accuracy, and cost savings, each one geared towards supporting ROI tracking and unlocking future technology investments.

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According to certain reports, Neo arrives on the scene bearing an ability to build on Pulumi’s proven cloud engineering platform and flagship infrastructure as code (IaC) technology, something which really goes the distance to support thousands of cloud providers, and at the same time, power more than one million downloads per week.

To understand the significance of such a development, we must take into account how, going by Garnter’s word, 80 percent of large software engineering organizations will establish platform engineering teams to accelerate application delivery with greater confidence, up from 45 percent in 2022.

Amidst that transformation, Neo brings forth a mechanism which can automate infrastructure tasks end-to-end with enterprise governance. More on the same would reveal how it can seamlessly understand dependencies, execute changes, monitors outcomes, and maintain compliance throughout the entire infrastructure lifecycle.

“Pulumi Neo addresses our biggest challenge of eliminating the infrastructure bottleneck that slows down our entire engineering organization,” said Richard Genthner, Chief Information Security Officer at Boost Insurance. “To get to market faster, we require infrastructure intelligence that understands our environment, respects our guardrails, and keeps humans in the loop so we can move faster, safely.”

Talk about the whole value proposition on a slightly deeper level, we begin the promise of a fully agentic workflow. This translates to a launch for users to launch short- or long-running tasks with approvals, interactive guidance, and complete task history.

Next up, there is a deep IaC foundation coming into play. The said foundation helps users avail previews and history regarding every Neo takes along the way, doing so by leveraging proven patterns from thousands of providers and millions of production deployments.

“We have a high tolerance for AI capabilities and we’re actively looking for where we can integrate AI without compromising our infrastructure governance and reliability requirements,” said Jason Harris, Cloud Architecture Lead at Werner Enterprises.

Another detail worth a mention is rooted in personalized multi-cloud context, inclusive of automatic context across all cloud environments for every Pulumi supported provider. These providers presently include AWS, Azure, Google Cloud, and Kubernetes.

Hold on, we still have a couple of bits left to unpack, considering we haven’t yet touched upon the availability of automatic enterprise guardrails. You see, Neo is markedly designed to uphold all of your team’s governance settings, including RBAC and policy as code configurations.

We also haven’t touched upon the underlying technology’s focus on facilitating progressive autonomy, which is achieved on the back of human-in-the-loop interaction with configurable automation levels, going from fully guardrailed to fully autonomous.

Rounding up highlights would be the presence of real-world evidence, an aspect where Werner Enterprises leveraged Pulumi Neo to successfully cut down on infrastructure provisioning time from three days to four hours, while simultaneously maintaining SOC 2 compliance and enabling development teams to ship features 75 percent faster.

Apart from that, Pulumi’s latest brainchild has also been able to deliver 10x more infrastructure with existing teams and reduce policy violations by 90 percent through automated governance.

As for the availability, Pulumi Neo is currently available in Pulumi’s Model Context Protocol (MCP) server, integrating with Cognition Windsurf and Devin, Claude Code, Cursor, VS Code, and other AI coding assistants. This makes it possible users to jump between Pulumi Cloud and their favorite tools for various agentic tasks.

“In under a year, AI has completely reshaped how we build applications. With Pulumi Neo, platform engineering is now catching up,” said Joe Duffy, Founder and CEO of Pulumi. “Neo builds on Pulumi’s proven product foundation to ensure reliability and safety, and combines the best frontier models with cloud context, tools, and workflows, enabling it to automate entire mission-critical tasks. Things that used to take weeks can now confidently be done in minutes.”.

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According to certain reports, this particular innovation leverages Splunk platform to dramatically bring down the cost and complexity associated with the process of handling machine data at scale and leveraging it for AI applications, such as training custom AI models. The idea behind that is to power agentic workflows, or if not that, correlate multiple streams of both machine and business data to extract insights and drive better decisions.

More on the same would reveal how Cisco Data Fabric is purpose-built for the AI era, meaning it can allow for organizations to innovate faster, strengthen security, and achieve greater business agility. Not just that, it also activates and unifies machine data from every corner of the enterprise so to reach upon turnkey solutions that reduce cost and complexity, while simultaneously overcoming the challenges of managing distributed data at scale.

“Organizations everywhere are sitting on a gold mine of machine data that’s been too complex, cumbersome, and costly to leverage for AI, until today,” said Jeetu Patel, President and Chief Product Officer at Cisco. “From sensor readings and factory metrics to checkout system data and event updates from apps, servers, networks and more, machine data drives how businesses operate. Splunk revolutionized data and analytics for the cloud. And now, the Cisco Data Fabric is poised to do the same for AI.”

Talk about the whole value proposition on a slightly deeper level, we begin from the promise of a unified intelligent data foundation. This translates to how the new solution simplifies transformation of data across edge, cloud, and on-premises, including SecOps, ITOps, DevOps, and NetOps, into real-time, actionable insights.

Next up, there is a feature committed to cross-domain real-time search and analysis. You see, Cisco Data Fabric is well-equipped to quickly search and analyze data where it resides, federating across sources like Amazon S3, Apache Iceberg, Delta Lake (with Spark), Snowflake, and Microsoft Azure.

Alongside that, it also intelligently routes data to the most appropriate storage or analytic engine for the workload.

“Our goal is to give customers the fastest, most secure path from data to action,” said Kamal Hathi, SVP and GM, Splunk, a Cisco company. “By embedding AI across the platform and embracing open standards, we’re not just helping organizations analyze information faster—we’re enabling them to anticipate change, scale innovation without unnecessary complexity, and deliver digital services that are more resilient, adaptive, and responsive to the needs of their users.”

Another detail worth a mention is rooted in the availability of a flexible and open architecture. As a result of that, it is able to adapt to multiple environments, spanning on-premises and cloud deployments, including high compliance with open standards, plug-and-play integrations, and self-service tools to empower innovation without limitations.

Beyond that, the underlying technology will introduce a time series foundation model, which is capable of powering advanced pattern analysis and temporal reasoning on time series data. The idea here is to facilitate advanced anomaly detection, forecasting, and automated root cause analysis across the Cisco Data Fabric.

The model can also drive proactive operations, accelerate incident response, as well s turn machine data into actionable intelligence.

In essence, having unique capabilities such as Splunk Machine Data Lake should tread up a long distance to provide an AI-ready foundation for both model training and enterprise analytics. When leveraged with the Splunk AI Toolkit and Splunk Model Context Protocol Server, these innovations can even transform machine data into a fuel source for advanced AI capabilities.

“The Cisco Data Fabric addresses a critical pain point in today’s AI-driven enterprise: the challenge to quickly and securely unify vast streams of machine data for continuous resilience,” said Archana Venkatraman, senior research director, cloud data management, IDC. “By enabling a federated approach that eliminates data movement, it provides a pragmatic solution for organizations operationalizing AI at scale. Its focus on real-time search, coupled with a repository for AI-ready data, provides tangible value by reducing complexity and time to insights.”

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Going by the available details, this particular exercise treads up a long distance to reveal that GBS continue to prioritize next gen capability development and customer experience, with Generative AI (GenAI) serving as a crucial change agent.

“The 2025 survey confirms a sustained shift, or better said augmentation, in the principal motivations and purpose of shared services,” said Kort Syverson, principal at Deloitte. ”While access to scalable, lower cost labor pools continues to be a core value proposition, GBS leaders are actively augmenting this value proposition to sincerely focus on experience and transformation. What has become clear is that cost is a deteriorating value proposition.”

Talk about the whole study on a slightly deeper level, we begin from how an estimated 50% of responding organizations achieved over 20% savings from their GBS. As for the driving factor behind that, effective governance and digital technologies were named as key elements in realizing such substantial value realization.

Next up, we must expand upon how another 50% of the responding GBS organizations consider next gen capability development and customer experience as top priorities. We get to say so because a large chunk of respondents would go onto indicate that GenAI, intelligent automation, analytics dashboards and other next gen tech offerings hold the greatest potential when it comes to enhancing efficiency, improving scalability, and reducing costs.

Looking past that, brand durability also emerged as a critical factor for delivering differentiated outcomes. This conclusion was reached upon after the said factor became evident as the biggest driver of an exceptional customer experience.

Moving on, Deloitte’s report also uncovered an interesting pattern, which claims that GenAI is actually playing a role in the context of transitioning the GBS landscape. As a result, among 66% of organizations planning to invest in GenAI over the next three years, the top expectations for business impact were deemed to be improved employee performance and productivity, reduced manual work, as well as increased innovation.

Hold on, we still have a few bits left to unpack, considering we haven’t yet touched upon the fact that 55% of organizations, with a Global GBS leader role, have achieved more than 20% average savings from their GBS operations. This particular reality treads up a long distance to stress the importance of having dedicated global personnel for unifying strategy and business outcomes.

We also haven’t yet touched upon a sharp growth in global movers, as Mexico and Portugal were found to be the most rapidly emerging areas for GBS. In fact, Mexico now sits rather comfortably among the top 3, with Portugal breaching the top 10 during 2025.

Beyond these nations, India and the U.S. continue to be key leaders on the global front.

Rounding up highlights would be a piece of data claiming that talent pressures remain a universal problem. This translates to how demand for skilled talent and hybrid working models is as consistently strong in GBS as in businesses worldwide.

Among other things, it ought to be acknowledged Deloitte how has been conducting, since 1999, these biennial Global Business Services surveys to understand the ways in which organizations are leveraging shared services and outsourcing service delivery models to address their business challenges and better meet customer needs. The company’s latest report markedly had responses from over 30 countries.

Delivering further weightage across the published results happens to be Deloitte’s wider stature. To put that into context, the company currently provides industry-leading audit, consulting, tax, and advisory services to many of the world’s most admired brands, including nearly 90% of the Fortune 500® and more than 8,500 U.S.-based private companies.

“Deloitte’s Global Business Services surveys have long illustrated the impact of the GBS model to demonstrate tangible business value,” said Diane Ma, principal, Deloitte. “Our 2025 report highlights GBS models are becoming more agile, digital, and cost-efficient, driving better customer and employee experiences and positioning themselves at the forefront of business transformation. The latest trend in Global Capability Centers also show the critical role they play in terms of sourcing specialized talent needs.”

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According to certain reports, the stated new version arrives featuring various significant improvements to reinforce its position as the only distributed Postgres solution open (source available) and completely based on the standard PostgreSQL database. More on the same would reveal how it scales up Postgres logical replication to now include large object support, as well as enhanced error handling.

Talk about the whole value proposition on a slightly deeper level, we begin from the promise of true zero downtime for node addition and PostgreSQL upgrades.

The technology further supports Postgres version upgrades. These upgrades ensure that a user’s cluster is Always-On, Write-Anywhere. Not just that, all nodes are also fully read and write-enabled, while simultaneously enabling you to bring a new one up to speed, and therefore, better accept traffic.

It can also facilitate major (and even minor) version upgrades through a new, upgraded node and then decommission the old node.

Anyway, next up, we have the prospect of expanded conflict resolution, something which now caters to a broader range of scenarios, including common edge cases encountered in distributed workloads.

For Insert-RowExists scenarios, two Inserts with the same Primary Key, now automatically convert the second insert into an all-column update.

As for Delete-Row Missing scenarios attempting to delete a non-existent row, they are now automatically resolved as desired behaviour. It will also become possible, moving forward, to configure pgEdge and check non-null Unique Constraint violations before attempting to resolve with a Last-Write-Wins update

Moving on to the focus on bolstering performance, it entails a transformation of Exception Handling and Lag Monitoring to provide greater performance and accuracy.

From a specific standpoint, Exception Handling can now be performed in-memory so to provide an order-of-magnitude speed improvement over the original pgLogical method.

Lag tracking, on the other hand, is now calculated at the target node, leading to improved accuracy. Such a mechanism can also come in handy to prevent an ever-increasing reported lag during times when there is no write activity to replicate.

Another detail worth a mention is rooted in the availability of interactive installation. You see, a new installation procedure is going to interactively guide customers through the needed information before creating the configuration file for them.

The idea here is to provide a much easier way for customers to set up their cluster, especially for first time users, ensuring that configuration files are created properly. The new script also goes a long distance to help users learn what information is needed for a successful install.

Hold on, we still have a couple of bits left to unpack, considering we haven’t yet touched upon the a facility committed to backup & restore strategy / pgBackrest integration. We say so due to pgBackrest’s inclusion as a default part of the platform configuration, thus allowing users to easily configure backups.

Apart from that, there a backup & restore strategy guide focused on helping customers get started. Users can, thanks to that, now configure backup and restore without having to find and install their own backup method. They can also access guidance on recommended backup/restore strategies.

Rounding up highlights would be the introduction of Active Consistency Engine enhancements. These enhancements are geared towards facilitating faster performance, improved flexibility, and expanded automation for detecting and resolving data discrepancies across nodes.

Founded in 2022, pgEdge’s rise up the ranks stems from empowering developers to seamlessly build and deploy highly distributed database applications across global networks. The company’s excellence in what it does can also be understood once you consider it is currently trusted by the likes of Bertelsmann, Qube RT, Jobot, European Parliament, and several U.S. government agencies.

“We are very pleased to announce that pgEdge Platform v25 is available and as before, built on standard open source PostgreSQL,” said Phillip Merrick, Co-founder and CEO, pgEdge. “In collaboration with our customers, partners and community, we have designed these new features to make the product easier to use while continuing to enhance our distributed Postgres capabilities in further support of high availability and low latency.”

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