Technology News
Zhengxi Tan Served as Judge at AI Builders Foundation AI Agent Hackathon
Zhengxi Tan served as one of eight industry judges for the Snowflake x Beta Fund x EverMind Agent & Token Economy Hackathon on August 7, 2026, in Menlo Park, California. Organizers reported 750 applications and 121 admitted builders, creating a selective field for teams developing AI-agent products focused on intelligence cost, value, memory, and infrastructure. AI Builders Foundation's hackathon calendar listed the August 7 Snowflake Agent & Token Economy Hackathon in Menlo Park, while the Luma event page described a full-day program for builders working with Snowflake, Beta Fund, EverMind, and other event partners. Its public site identifies AI Builders Foundation as a 501(c)(3) nonprofit in Palo Alto focused on free hackathons, curriculum, community, and open-source tooling for AI builders. AI Builders Foundation describes its hackathons as free, public build events that move teams from project scope to live demos, a format that aligned with the August 7 event's build-and-present structure. The event placed agent economics at the center of the brief, with teams asked to consider token cost, persistent memory, context management, and whether AI systems can deliver value at sustainable cost. The event organized projects around three tracks: cost of intelligence, value of intelligence, and an open-category wildcard. The cost track focused on making AI cheaper to run through approaches such as prompt caching, model routing, batch inference, context compression, and spend dashboards. The value track asked teams to build products with demonstrated willingness to pay or a clear path toward revenue per user, while the wildcard track covered other work in the AI-token economy. The judging format combined live demos with submitted materials and rubric-based review. The Luma listing described a program that moved from opening sessions and build time into submissions, three-minute demos, audience voting, and awards. The event recap described asynchronous scoring through submitted materials and a scoring rubric. The published categories emphasized continuity, innovation, and pitch impact. The format gave each team a concise presentation window while leaving room for a separate review of submitted materials. AI Builders Foundation's judge announcement connected Tan's role to his experience in large-scale AI/ML model efficiency, inference optimization, and model-infrastructure co-design. Those areas match the technical questions raised by the hackathon, where teams were not only presenting agent concepts but also addressing the cost, memory, and infrastructure constraints that affect whether agent systems can run beyond a short demonstration. In that setting, infrastructure experience was relevant because cost and memory decisions shaped both the product demos and the stated competition tracks. Zhengxi Tan has more than seven years of experience across AI/ML model infrastructure, inference optimization, distributed systems, and financial technology. His work includes AI model inference, cost-to-serve and capacity optimization, and large-scale payment systems. He has also worked on advanced payment recovery systems at global scale. Tan holds a Bachelor of Science in Computer Science from the University of Michigan. Tan has also participated in startup evaluations from the founder's side. Earlier in 2026, he presented SpurPay, an AI-powered payment-recovery venture, at "One-Person Unicorn: The Soloist's Ascent | 2026 Pitch Day" in New York, where SpurPay received Second Place in the Audience Favorite Award category. The August 7 judging role placed Tan in a public event focused on whether AI-agent products can be economically and technically sustained. The assignment connected his AI infrastructure and financial-systems background with AI Builders Foundation's emphasis on practical products, live demos, and builder education.
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- September 29, 2026Technology
AML Watcher Recognised for Excellence in RegTech Solutions at Fintech Week Awards & Expo 2026
Singapore AML Watcher has been recognized for Excellence in RegTech Solutions at the Fintech Week Awards & Expo 2026 , held in Singapore on 16–17 September. The recognition comes as AML Watcher continues to advance its vision for Unified AML Intelligence , bringing together AML data, screening, ongoing monitoring, transaction monitoring and AI-powered risk intelligence in one platform. Rather than treating AML compliance as a series of disconnected workflows, AML Watcher is building technology that connects intelligence across the compliance lifecycle, helping teams identify risk earlier, reduce unnecessary alerts and make faster, more informed judgements. Building the Next Generation of AML with AI AML Watcher is expanding its use of agentic AI to address some of the industry's most time-intensive compliance challenges. Its AI layer already assists analysts in identifying likely true positives from name-screening alerts using enriched AML data. The company is now extending this approach into transaction monitoring, including AI-powered behavioural monitoring designed to help resolve false alerts by providing greater context around transaction activity . AML Watcher is also developing new agentic AML capabilities that combine proprietary AML data with AI to automate more repetitive compliance work and assist compliance officers with faster, data-backed judgement. Further capabilities are expected to be introduced in the coming months. The platform is powered by a proprietary AML database containing 215+ sanctions regimes, 3,500+ verified watchlists, 100,000+ adverse media sources and 6M+ PEP profiles , providing the data foundation for its screening, monitoring and AI capabilities. "We are proud to receive this recognition in Singapore. For us, this award reflects not only what we have built, but where we are taking AML compliance next," said Khurram Akhtar, Founder of AML Watcher . "We are focused on combining proprietary AML data with AI to reduce unnecessary compliance work, surface meaningful risk faster and give compliance professionals better intelligence to support their judgement." Expanding Across Asia-Pacific AML Watcher opened its Singapore office in 2025 to support financial institutions, fintechs and regulated businesses across Asia-Pacific as the region continues to strengthen its AML and financial crime controls. About AML Watcher AML Watcher provides unified AML intelligence covering screening, ongoing monitoring, transaction monitoring and AI-powered risk intelligence. Its proprietary AML data powers sanctions, PEP, adverse media and watchlist screening alongside transaction monitoring and AI capabilities.
- September 29, 2026Technology
Bake3D Introduces AI Workflow for Creating Rigged and Animated 3D Characters
Bake3D Inc. is pleased to announce it has introduced an AI-assisted production workflow that turns a drawing, render, photograph, or text prompt into a textured 3D asset that can be rigged, animated, and moved into widely used creative tools. The platform is designed for game development, film previsualization, animation, web experiences, mobile projects, and other work that benefits from moving 3D content. According to the company, a character often begins as a single still image. Before that idea can walk through a game level or appear in an animatic, artists may need to model hidden surfaces, construct a skeleton, assign skin weights, and create motion. Bake3D brings those early steps into one browser-based sequence. Users can review the textured mesh, inspect the proposed rig, describe an action in ordinary language, and export the result for further work. At its core, the system is built for more than standard human figures. Its rigging process is intended to interpret the structure of animals, winged creatures, flexible bodies, many-limbed designs, vehicles, machines, props, and hybrid forms. Bake3D assigns joint roles to help its motion system address parts such as legs, wings, tails, wheels, and articulated panels. Because a single image cannot reveal every hidden surface, the company advises creators to examine topology, joint placement, and deformation before using an asset in production. “A strong idea can lose momentum when the path from concept art to a moving asset becomes too technical or time-consuming,” says Marcus Garcia of Bake3D Inc. “Bake3D is intended to give creators a practical first version they can inspect, animate, and continue refining in the software they already use.” Bake3D exports rigged or animated assets as GLB or FBX files. Its editor integrations support workflows involving Blender, Unity, Unreal Engine 5, and Godot, while other glTF-compatible applications can load exported assets. Bake3D has verified generated assets, armatures, materials, and animation in Blender 4.4. The company publishes separate validation notes for other integrations so teams can see which steps have been tested and which still require confirmation in the target editor. For developers and studios building repeatable pipelines, Bake3D also provides an API for generation jobs, project status, rigging, animation, and export. Its Model Context Protocol tools allow compatible AI assistants to request assets, direct motion, monitor jobs, and retrieve exports. A connected editor bridge or Bake3D integration is still required before an assistant can place the asset inside a desktop scene. The platform separates each stage rather than treating generation as a single irreversible step. If the mesh is useful but the rig needs another pass, creators can keep the model and revisit the affected stage. Bake3D says failed jobs are automatically refunded in credits, and partial results remain available when a later stage does not complete. Purchased credits include a commercial, royalty-free license for generated output, subject to the service terms and the user’s rights in the source material. Bake3D positions its output as a starting point for creative production. Generated assets may suit prototypes, previsualization, animatics, background elements, game experiments, and reference work after review. Close-up film characters and other demanding uses may still require manual retopology, detailed facial systems, cloth or fur simulation, and a production-grade rig. Creators can review the workflow, current pricing, technical guides, and available integrations at https://bake3d.ai/ . About Bake3D Inc Bake3D Inc. is a Delaware corporation that develops an AI-assisted image-to-3D pipeline, automatic rigging engine, motion system, browser tools, API, and editor integrations. Bake3D is designed to help creators turn images or prompts into textured, rigged, and animated 3D assets for games, film, animation, web applications, and related creative work. The company maintains public guides and validation notes describing its tested workflows and current technical limits.
- September 29, 2026Technology
The Fulcrum Group Named Finalist in the 2026 MSP Titans of the Industry Awards
The Fulcrum Group, Inc. has been named a finalist in the prestigious 2026 MSP Titans of the Industry Awards, recognizing top-performing managed service providers that demonstrate excellence in innovation, client success, cybersecurity leadership, and business impact. This recognition places The Fulcrum Group among a select group of industry-leading MSPs helping organizations navigate an increasingly complex technology landscape. The nomination reflects Fulcrum's commitment to helping businesses make smarter technology decisions, strengthen cybersecurity, improve productivity, and create measurable business value. “We’re honored to be recognized for our cybersecurity leadership, but what matters most is what it says about our team and our clients,” said Steve Meek, CISSP President and CEO of The Fulcrum Group. “We see notices every week about organizations being breached so we must keep upping our game by building the right systems and processes and balancing with an informed customer.” The MSP Titans of the Industry Awards celebrate managed service providers that lead through innovation, client success, operational excellence, and forward-thinking service models. Finalists are selected through a competitive review process evaluating business growth, client outcomes, innovation, and overall impact on the MSP community. Fulcrum’s approach combines responsive support with strategic planning through its STARPower alignment process, STARLight visibility framework, and STARMap technology roadmaps. This helps clients see what is working, identify risk, and plan practical next steps. “This nomination reflects the trust our clients place in us every day,” said David Johnson, VP of Sales and Marketing. “When our clients are more secure, productive, and prepared for what’s next, that’s how we define success.” Winners will be announced at the 2026 MSP Titans of the Industry Awards on December 9, 2026, at the Beverly Hilton Hotel in Beverly Hills, California. For more information about The Fulcrum Group, visit www.fulcrumgroup.net . ### More About Fulcrum Founded in 2002, The Fulcrum Group is a Texas-owned managed IT and cybersecurity provider serving Dallas-Fort Worth organizations. We help clients reduce risk, improve productivity, and make smarter technology decisions through practical, business-first guidance. Our No IT Jerks philosophy means straightforward advice, responsive support, and technology professionals who are helpful, respectful, and easy to work with. Leadership Bios Steve Meek, President and CEO Steve “The Doctor” Meek, CISSP, is a DFW-based IT strategist, cybersecurity leader, podcast host, and co-founder of The Fulcrum Group, Inc., a 24-year technology legacy in North Texas. He is a recipient of the 2024 MSP Titan of the Industry Award for Community Impact. David Johnson, VP of Sales and Marketing David Johnson works closely with business leaders across Texas to help them navigate technology challenges and cybersecurity risks. He focuses on building long-term client relationships and helping organizations use technology strategically to improve productivity, reduce risk, and support business growth. Media Contact Jared Farnum Marketing Manager The Fulcrum Group, Inc. (817) 337-0300 jfarnum@fulcrumgroup.net www.fulcrumgroup.net
- September 29, 2026Technology
Paloren details AI implementation and integration services for business workflows
Paloren is highlighting its published AI implementation services and planning resources for businesses evaluating an AI implementation consultant or integration partner. The resources describe how a defined use case progresses through discovery, architecture, build, integration, testing, release and support. The focus is practical: connecting AI agents and workflow automation to existing business systems, with clear permissions, acceptance checks and operational ownership. What does AI implementation actually involve? AI implementation puts artificial intelligence into daily operation inside a business. Paloren defines the use case, connects the model to existing data and tools, designs permissions and approvals, tests the workflow, releases it to staff and hands over documentation and support. The company treats AI as one component in a business process, not as a standalone experiment. Why do AI projects stall before production? Paloren's implementation guidance identifies risks such as starting with a tool instead of a workflow, unreliable data foundations, or a demonstration without integration, governance and ownership. Its approach works from the recurring business process outward: identify where AI should act, what data it needs, who approves its output and what "finished" means. What does Paloren’s AI implementation service include? The service ranges include AI agents, workflow automation, CRM implementation with AI, integrations and governance. Delivery is incremental: discovery and scoping, design and architecture, build and integration, testing and release, then support and iteration. Teams receive the system, documentation and a route for maintaining and improving it. Every engagement is scoped before build. Businesses should confirm the workflow, integration requirements, delivery boundaries and commercial terms during discovery rather than assume one price fits every system. How should a company choose the first AI workflow? Paloren recommends choosing a workflow that is repeatable, has enough business value, uses data the company can access and has a clear owner. Customer support, reporting, sales preparation, knowledge retrieval and operations are common entry points. Starting with one workflow lets the team prove the integration, permissions and adoption path before scaling. The company’s AI implementation plan resource supports that decision with a practical planning route. Paloren’s AI implementation plan explains how to move from assessment to a scoped build. What should teams prepare before implementation? Before implementation starts, teams should identify the workflow, the systems involved, the data and permissions available, the approval boundaries and the person responsible for the outcome. Paloren also asks for examples of good and bad current output so the system can be tested against real expectations. This preparation does not require a perfect data programme. It gives the implementation team enough information to design the first useful release and to identify integration risks early. How is a finished implementation measured? Paloren measures implementation by whether the workflow runs reliably and whether staff use it in their normal process. Practical checks include output quality, consistency, time saved, exception handling, system logs and user feedback. Governance covers data access, permissions, human approval and auditability. The company's AI readiness assessment tool can help teams establish a starting position before build. Paloren's AI readiness assessment tool provides that starting check. The supporting Paloren S4 Method connects these decisions: Signal prioritizes opportunities, Synthesis designs the workflow and supporting systems, System builds working capability, and Scale measures impact and maintains reliability. It is a delivery framework, not a claim that every implementation produces the same result. About Paloren Paloren provides AI strategy, implementation, automation and training for companies worldwide. Its services include AI agents, workflow automation and integrations, CRM implementation with AI, connected company knowledge, governance and team training. More details are available at Paloren’s AI implementation page . Media contact: John Jones, Paloren, +16567892455, press.desk@worldsbestaiconsultant.com .
- September 29, 2026Technology
Paloren outlines corporate AI training options for employees and business teams
Paloren is highlighting its published corporate AI training options for companies evaluating AI training providers, with hands-on workshops, department programmes and executive coaching. Its AI training for employees focuses on real business tasks: reporting, customer replies, sales preparation and operations. The public training guide describes delivery formats, starting prices and supervised practice, giving buyers specific information to compare before commissioning a programme. What is corporate AI training? Corporate AI training teaches people to use AI inside real work, not in a disconnected demonstration. Paloren starts by mapping recurring tasks, confidence levels and the tools already approved by the business. It then designs a focused learning path with the people who should attend, the practice they will do, what good work looks like and who supports them afterwards. How does AI training for employees work? Paloren’s AI training for business teams follows four steps: send a team brief, have Paloren design the path, practise and review during the session, then apply the learning back at work. The company prepares the session so people can participate rather than watch. Teams leave with prompts, examples and a method for improving the task they brought to the training. Paloren offers half-day workshops of 3.5 hours from USD 4,500, full-day workshops of 6.5 hours from USD 7,500 and department programmes of four to six weeks from USD 18,000. The page confirms that every engagement is scoped before delivery. Who is AI literacy training for? AI literacy training is useful when a team has access to AI tools but is not yet using them consistently or safely. Paloren works with small companies through larger organisations and across countries and time zones. Sessions can cover employees doing the work, managers setting expectations and leaders deciding where AI should be used. The company says teams do not need to choose an AI tool first. Training can be designed around the work and the tools already approved, then adjusted when the toolset changes. What does Paloren AI training include? The training includes hands-on workshops, department programmes and executive coaching. Content is designed around the tasks people repeat: preparing reports, answering customers, summarising meetings, briefing colleagues or supporting sales and operations work. Practical exercises use approved tools and company context so the practice transfers to the employee's own work. Paloren also connects training to its wider delivery model. If a team is moving from training into a working system, the same task definition can feed AI implementation, automation or governance work. The Paloren S4 Method provides four supporting stages: Signal identifies valuable opportunities; Synthesis defines the people, workflows, data and technology; System builds working capability; and Scale measures and improves what works. How is training success measured? Paloren asks teams to judge training by the change in their work, not attendance. Before a session, the company agrees the task, the examples and the standard of good work. Afterward, the team applies the method and reviews whether the output is faster, clearer or more consistent. This gives managers a practical evaluation route: compare the quality and consistency of real work before and after training, then decide whether further coaching or an implementation phase is needed. About Paloren Paloren provides AI strategy, implementation, automation and training for companies worldwide. Its services include AI implementation, workflow automation and integrations, connected company knowledge, AI agents, governance and hands-on team training. More details are available at Paloren’s AI training page . Media contact: John Jones, Paloren, +16567892455, press.desk@worldsbestaiconsultant.com .
- September 29, 2026Technology
Compex IT Marks Over 25 Years of SME Tech Support Across Birmingham
Compex IT is marking more than 25 years in business, having been founded in 2000 by Mark Dodds and Gary Alsop. Headquartered in Birmingham, the company continues to operate as an outsourced IT department for small and medium-sized enterprises across the West Midlands, delivering day-to-day support alongside longer-term technology planning. Gary Alsop began his career in programming, developing a preference for technical computer work alongside a wish to help people directly. When a precision engineering business approached him for support, he contacted Mark Dodds, and the pair founded Compex IT in 2000 with customer service as their central focus. Further background on the founders and the company's early development is set out on the Who We Are page. Compex IT provides IT support plans for businesses with between five and 100 users, covering IT troubleshooting, multi-layered cybersecurity, Microsoft 365 management, and communications support for office and remote working. The company also carries out proactive maintenance and monitoring, documentation and asset management, and regular technology reviews for its clients. Further detail on this approach is available on the IT Support Birmingham page. "When Gary and I started Compex IT in 2000, our focus was on providing genuine, dependable customer service to local business owners," said Mark Dodds, Director of Compex IT. "Reaching more than 25 years is a testament to the trust these Birmingham businesses have placed in us, and we're grateful for it." Support is available by phone, remotely and on site, with service plans combining security protection and different levels of assistance. About Compex IT Compex IT was founded in 2000 by Mark Dodds and Gary Alsop, with customer service at the centre of its approach from the outset. Headquartered in Birmingham, the company serves as an outsourced IT department for small and medium-sized enterprises across the West Midlands, providing managed IT support, cybersecurity and technology guidance tailored to each client's needs.
- September 29, 2026Technology
Mysterium VPN Launches Favorite IPs, Making It Easier to Return to Trusted Connections
Mysterium VPN has launched Favorite IPs , a new feature that allows users to save IP addresses they have previously connected to and quickly return to them later. Designed for people who regularly rely on the same connections, Favorite IPs remove the need to repeatedly search through Mysterium VPN’s locations list. Once connected to an IP, users can mark it as a favorite and access it directly from their saved list. The feature is available to Mysterium VPN Plus and Pro users and supports both Residential and High-speed IPs. Users can save up to 10 Favorite IPs per device, allowing different devices to maintain their own individual lists. On mobile, saved IPs can be found under Locations → Favorites, while desktop users can access the Favorites tab directly from the home screen. Favorite IPs are saved shortcuts rather than dedicated or static IPs. Saving an address does not reserve it exclusively for a user, meaning availability can change depending on whether the node is online or the IP is already in use. If a saved IP is unavailable, Mysterium VPN can instead connect the user to the closest available alternative. Favorite IPs are now available in the Mysterium VPN app for Plus and Pro subscribers. Mysterium VPN currently offers access to a global pool of 7,500+ residential IP addresses for reliable, secure connections. For more information about Mysterium VPN use the contact details below:
- September 28, 2026Technology
Shahid Hussain Named Judge For The 2026 Global Recognition Awards
Shahid Hussain has been appointed as a judge for the 2026 Global Recognition Awards , bringing more than two decades of information technology leadership experience across Europe, the Middle East, and Africa to the evaluation panel. His career covers network engineering, cybersecurity, cloud architecture, and enterprise infrastructure management within the specialty chemicals sector, and this breadth of experience distinguishes him from judges whose backgrounds rest on a single discipline. Photo Courtesy of Shahid Hussain Hussain currently serves as System Engineer, TECH IT–EMEA Region, at Sika, a Switzerland-based specialty chemicals company with operations in more than 90 countries, which reported 2025 revenue of CHF 11.20 billion. His selection as a judge places his practical, field-tested expertise at the center of an evaluation process designed to identify companies and individuals achieving measurable industry impact so that submissions will be assessed against standards drawn from direct operational experience rather than theoretical frameworks. A Judge Shaped By Two Decades Of Technical Leadership Hussain has spent over twenty years directing complex information technology systems across the Middle East and South Asia. Before his current role, he oversaw operations, architecture, and security auditing for Sika's Gulf business in Bahrain, Qatar, and Kuwait as IT Manager, before being promoted last year to his present position, System Engineer, TECH IT–EMEA Region. He redesigned data centers and production plant connectivity, comprising more than 100 nodes, and implemented disaster recovery frameworks, leading cybersecurity assessments that tested the resilience of critical systems under realistic failure conditions. These responsibilities gave him direct insight into the operational standards that separate credible achievement from claims that cannot withstand scrutiny. That insight now forms the foundation of his approach to evaluating nominees. Global cybersecurity spending is projected to reach approximately USD 240 billion in 2026, representing a 12.5 percent increase from 2025, and this growth has sharpened demand for judges who understand the technical and strategic dimensions of enterprise security. Since 2013, Hussain has held progressively senior technology roles, overseeing server operations, administration, and client support across Sika's Gulf subsidiaries. This role has required him to evaluate vendor proposals and hold service providers to measurable performance standards. His years negotiating vendor contracts and overseeing service level agreements sharpened an evaluative discipline that now translates directly into rigorous, evidence-based assessment during the judging process. Certifications and Cross-Industry Experience Inform His Judging Standards Hussain holds the Microsoft Certified Azure Solutions Architect Expert certification and also holds CCNP, CISM, and ITIL 4 Foundation certifications, reflecting sustained investment in professional development across cloud architecture and network engineering. He is also active as a cybersecurity researcher, with a focus on cloud security, OT security, and digital transformation. This combination of credentials signals a judge capable of assessing innovation claims with technical precision, and his qualifications allow him to test submissions against verifiable standards rather than accepting self-reported outcomes at face value. His earlier roles included IT manager and administrator at Al Kindi Specialized Hospital in Bahrain, where he restructured a 175-node175-node system spanning multiple sites, broadening his familiarity with infrastructure challenges outside the chemicals sector. His work across telecommunications, broadcast media, healthcare, and specialty chemicals gives him a cross-sector vantage point that few judging panels can match, and this range allows him to evaluate achievement against genuinely comparable industry standards. He once led a twenty-one-member IT support team at Dunya TV in Lahore, where he designed a 465-node system and implemented enterprise resource planning platforms for multiple regional offices in Pakistan. That assignment demanded the same rigor he now applies to award submissions. His path from research assistant to enterprise IT manager reflects an incremental, evidence-driven approach to skill-building, and this pattern mirrors the standard he intends to apply in assessing the credibility of nominees. Final Words "Shahid Hussain brings exactly the kind of hands-on technical depth and cross-industry perspective we look for in a judge," said Alex Sterling of Global Recognition Awards, and Sterling noted that Hussain's two decades of work in network architecture, cybersecurity, and enterprise systems allow him to distinguish substantive achievement from surface-level claims with real authority. "His background gives nominees confidence that their work is being assessed by someone who has actually built, secured, and maintained the kind of infrastructure many submissions describe," Sterling continued, adding that this credibility matters more as competition among applicants continues to grow. Sterling emphasized that judges with direct operational experience strengthen the integrity of the entire evaluation process, since their assessments rest on firsthand knowledge rather than assumption. "Judges like Hussain strengthen the credibility of the entire evaluation process, and their presence reassures applicants that submissions receive informed scrutiny," Sterling said, while also noting that Hussain's certifications and multi-sector background add further weight to his assessments. Sterling explained that Hussain's experience negotiating vendor contracts and auditing security systems equips him to recognize genuine innovation when he encounters it in his reviews. He concluded that Hussain's appointment reflects the organization's broader commitment to selecting judges whose expertise has been tested under real operational conditions rather than acquired solely through observation. About Global Recognition Awards Global Recognition Awards is an international organization that recognizes exceptional companies and individuals who have made significant contributions to their industries.
- September 28, 2026Technology
Junhao Su Studies Machine Learning-Based Android Communication Reliability
Junhao Su examines how machine learning can be used to anticipate performance changes and guide safer software evolution in Android communication systems. His article, "Research on Machine Learning-based Performance Prediction and High-reliability Software Evolution Mechanisms for Android Communication Systems," was published in July 2026 in Advances in Computer and Communication . The paper connects performance prediction with release assessment, gray-scale rollout, rollback, and online correction. The study addresses a recurring challenge in communication software: message transmission and state synchronization can be affected by network fluctuations, resource competition, module coupling, and version changes. These conditions can lead to latency increases, unstable connection maintenance, and fault propagation after local updates. Rather than relying only on post-release troubleshooting, the paper proposes moving performance assessment earlier in the release process and connecting risk identification to software evolution controls. The framework organizes data across four dimensions: device resources, system behavior, communication links, and version evolution. It considers end-to-end message latency, long-connection retention, reconnection success, CPU occupancy, and packet loss during weak-network switching. The paper describes converting these signals into structured features through time windows, peak annotation, alignment, and unified encoding. For model design, the paper combines continuous-value prediction with risk classification. Delay, response time, and CPU peaks are treated as regression targets, while connection interruption risk, abnormal trigger level, and release-instability probability are treated as classification tasks. The stated configuration uses 30-second time windows, five-second sliding steps, and about 24 features per input. In its comparison, the paper reports an XGBoost AUC of 0.92 for anomaly identification and a 15-millisecond delay-prediction RMSE for random forest. The proposed evolution mechanism applies those signals before and during release. In an illustrative version-update case, the paper evaluates changes involving message distribution, long-connection maintenance, reconnection control, cache synchronization, interfaces, and dependencies. A risk score can move an update into review before rollout, with regression testing after parameter adjustments. The model is therefore presented as part of a release-control workflow rather than as an isolated monitoring tool. The paper also describes staged gray-scale release and abnormal rollback. It outlines an initial rollout to five percent of active terminals, followed by observation of message delay, connection retention, background-service survival, reconnection failure, and abnormal-log growth. If the release remains stable, the rollout can expand in stages. If the indicators deteriorate, the described response freezes expansion, restores earlier configuration, and returns affected terminals to a prior stable version. In its four-cycle application case, the paper reports observations across 12,000 terminals using Wi-Fi, 4G, and 5G. It states that average message delay fell from 186 milliseconds to 149 milliseconds, long-connection retention rose from 91.3% to 96.1%, and the 24-hour abnormal trigger rate fell from 7.8% to 3.2%. The study frames these results as part of a closed loop in which high-disturbance changes are screened, updates are evaluated through gray-scale windows, and online samples are returned to training. Su is a software engineer who previously worked at Meta Platforms. His professional experience includes Android software development, platform architecture, and reliability engineering. He also worked on Yahoo Mail for Android and holds an M.S. in Electrical Engineering from the University of California, San Diego. This background informs the paper’s attention to Android architecture, release safety, and reliability. By linking performance features, prediction models, release controls, and feedback from later versions, the article presents Android communication reliability as a software-evolution problem as well as a modeling problem. Its stated future direction is to add online incremental learning and cross-device heterogeneous-data adaptation, with the aim of improving stability assessment and evolution-control accuracy under more complex network conditions.
- September 28, 2026Technology
Consilien Announces No. 123 Ranking on CRN's 2026 Fast Growth 150 List
Consilien has been named No. 123 on the 2026 Fast Growth 150 list, published by CRN, a brand of The Channel Company. CRN's list ranks technology solution providers across North America, including managed service providers, integrators, value-added resellers and IT consultants, by their two-year growth rate. The recognition arrives as the Torrance, California-based company marks its 25th year in business. Consilien's growth stems from long-term client retention rather than a change in strategy. Additional information about the company's services is available at Consilien . The placement follows Consilien's inclusion on the Channel Partners MSP 501 list for both 2025 and 2026, marking a second industry recognition for the company this year. "Twenty-five years in business, and we're still growing in ways that surprise me," said Eric Kong, CEO of Consilien. "It doesn't mean we figured out some magic formula. It means we kept doing the same thing we've always done, just for more companies who needed it. Showing up, solving problems, and being honest about what a client's environment actually looks like and what it's going to take to fix it." "The part that sticks with me most isn't the recognition," Kong said. "It's looking at the client relationships that got us here. Some go back multiple decades. They didn't stay because we were perfect. They stayed because when something broke, we owned it and fixed it." About Consilien Consilien is a security-first managed IT services provider founded in 2001 and based in Torrance, California. It serves organizations with 20 to more than 1,000 employees across manufacturing, distribution, food processing, real estate management, professional services, media and nonprofit sectors, with a focus on Southern California and multi-location operators nationwide. Consilien's IC24 platform delivers fully managed and co-managed IT, managed cybersecurity, and compliance readiness support for frameworks including NIST, CMMC, PCI, and SOC 2. The company also provides vCIO and vCISO advisory services, along with AI governance and adoption consulting for businesses navigating AI implementation.
- September 28, 2026Technology
ZHILAI Highlights Hot Food Vending Machine With Six Temporary Pickup Compartments for Peak-Time Meal Service
Shenzhen Zhilai Technology Co., Ltd. (ZHILAI), a developer and manufacturer of intelligent vending and locker systems, today highlighted the order-handling capabilities of its Multi-Pickup Hot Food Vending Machine for hospitals, campuses, factories, offices and transportation hubs where meal demand can continue beyond staffed service hours. The machine combines refrigerated meal storage, automated microwave heating, ordering and payment functions, and six temporary pickup compartments in one self-service system. The compartments keep completed orders separate for collection, creating a buffer between heating and pickup when several customers order around the same time. Many facilities experience concentrated demand during lunch periods, shift changes or scheduled breaks. Others need to provide meals at night or in satellite locations where operating a continuously staffed counter may not be practical. ZHILAI developed the multi-pickup model as an additional service channel for prepared meals, allowing operators to extend availability without establishing a kitchen or service counter at every location. The machine stores up to 88 packaged meals in a refrigerated carousel maintained below 4°C. After a customer selects and pays for a meal, the system retrieves the package and uses programmable microwave heating before transferring the completed order to an available pickup compartment. Average service time is approximately 60 seconds after payment, based on a 30-second microwave cycle. Heating power and duration can be adjusted according to the meal type. The machine is designed for prepared foods and does not cook raw ingredients. Operators are expected to use microwave-safe containers and validate packaging, recipes, heating settings and food-safety procedures for their menu and market. A 49-inch touchscreen guides customers through selection, ordering and payment. Google Pay, Apple Pay and POS payment options can be integrated, subject to the payment provider selected for the project. Remote ordering and multi-user checkout are also available, enabling customers to place orders without relying exclusively on the machine's touchscreen. Once a meal is ready, the system can assign it to one of the six temporary compartments. This allows another order to move through the workflow while earlier customers collect their meals. The compartments are temporary collection points rather than long-term food-storage areas, and are intended to help operators manage queues during high-demand periods. Remote-management functions support equipment monitoring and daily service coordination. Operators can use the platform to manage products and review machine status, while deployment requirements, payment integrations and software functions can be configured according to the project scope. The system measures 1,800 mm wide, 930 mm deep and 1,950 mm high. It is rated at 240V, 50–60Hz, with rated power of 3,000 W. Before installation, operators should assess electrical supply, ventilation, network access, service clearance and replenishment routes at the selected location. Meal-box sizes can vary within the carousel tray configuration, provided containers are microwave-safe and tested before use. Operators can adjust heating parameters for different prepared meals and update product availability as menus change. The combination of refrigerated capacity and temporary pickup compartments is intended to support both extended service hours and short periods of concentrated demand. More information about the ZHILAI Multi-Pickup Hot Food Vending Machine is available on the company's website. About ZHILAI Shenzhen Zhilai Technology Co., Ltd. develops and manufactures intelligent vending, locker, storage and delivery systems for commercial applications. Its product portfolio includes hot food vending machines, conventional vending equipment, parcel lockers, food pickup lockers, refrigerated and frozen lockers, storage systems and battery charging and swapping cabinets. The company supports standard and customized projects involving cabinet design, hardware, software integration and manufacturing. For more information, please visit https://www.smartelocker.com/
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