Technology
MongoDB Delivers Accurate AI Retrieval Wherever Enterprise Data Lives
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4 months agoon
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New Voyage AI capabilities and Search for on-premises and private cloud let enterprises build accurate, compliant AI applications to run anywhere without rewriting their applications and relying on bolt-on tools
BENGALURU, India, June 30, 2026 /PRNewswire/ — MongoDB, Inc. (NASDAQ: MDB) today announced new capabilities at MongoDB.local Bengaluru that address the two reasons enterprise AI projects routinely stall before production: retrieval that isn’t accurate enough to trust and infrastructure that can’t meet compliance requirements. voyage-context-4, Hybrid Search, and Native Reranking work together to improve retrieval accuracy, with Native Reranking alone improving retrieval quality by up to 30%*. The capabilities are powered by Voyage AI models that outperform Google and Cohere on the public Retrieval Embedding Benchmark leaderboard. Search and Vector Search are now generally available for MongoDB Enterprise Advanced and Community Edition, bringing the same retrieval capabilities Atlas customers rely on to on-premises, private cloud, and local environments where regulated enterprises and startups operate. Together, these capabilities give enterprises and builders a production-ready retrieval stack that is accurate, compliant, and deployable wherever their data lives.
“The biggest barrier to enterprise AI in production and at scale isn’t the LLM. It’s memory, retrieval, accuracy, and compliance. Most enterprises aren’t blocked by ambition. They’re held back by infrastructure that wasn’t designed to provide AI with trusted access to enterprise data. Bolting on more systems to solve those problems only creates more vendors, more latency, and more points of failure,” said Ben Cefalo, Chief Product Officer, Core Products, MongoDB. “Whether you’re running in the cloud, private cloud, or behind a firewall, MongoDB gives you the same production-grade retrieval capabilities wherever your data lives.”
Voyage AI: Accuracy begins with top-ranked embedding models
Accuracy is the first bar AI has to clear for production. The second is ensuring AI works from current data, not outdated data sitting in a separate search system. Today, MongoDB launched three new capabilities, built into the database, that deliver more accurate retrieval and keep applications working from current data.
Native Reranking in MongoDB Atlas, now in public preview, is powered by Voyage AI and delivers up to a 30% boost in retrieval quality directly inside the database, eliminating a leading cause of AI project failure. It works on top of existing search results, with no external APIs, keys, or round-trips to manage.Voyage Context 4, now generally available, is a new embedding model built for long documents. It processes long documents in full context rather than isolated chunks, preserving meaning across complex enterprise content for better retrieval accuracy. It drops into existing RAG pipelines without re-architecting.Hybrid Search in MongoDB, now generally available, combines full-text and vector search in a single query inside the operational database, delivering precision retrieval without separate systems or complex query logic. Because embeddings stay up to date automatically, agents retrieve from the current state of the data rather than a stale copy.
Emergent Labs is an AI-native app development platform and one of the fastest growing startups in the world. The company first tested its platform on PostgreSQL, where agents repeatedly got stuck in schema migration loops every time users refined their ideas. On MongoDB Atlas, agents create and modify data structures freely as applications evolve, and because search and embeddings live in the same database as that constantly changing data, retrieval keeps up with it.
“Our agents write code, modify data structures, and act on what they read back millions of times a day. If retrieval returns something stale or wrong, the agent builds on it, and the error compounds. MongoDB gives us the retrieval accuracy to keep agents working from the current state of the data, and that’s what lets us run two million applications at scale,” said Mukund Jha, CEO of Emergent Labs.
Run AI anywhere without compromising on accuracy or increasing risk
Retrieval accuracy is only half the problem enterprises face. The other half is whether they’re allowed to run it where their data must reside, and for enterprises in regulated industries, the answer is rarely the public cloud. Data residency mandates, sovereignty rules, and compliance frameworks don’t bend for innovation timelines, yet the most capable AI tooling has been built cloud-first, leaving regulated enterprises to choose between compliance and capability.
Today, MongoDB Search and Vector Search are now generally available as an add-on for MongoDB Enterprise Advanced, bringing the same retrieval capabilities MongoDB Atlas customers have been building in on-premises, private cloud, and hybrid environments, with the same platform, API, and technical skills regardless of where the workload runs. Ahead of this release, more than 20 of the world’s largest banks and financial institutions have been evaluating Search for Enterprise Advanced, drawn by the same thing: AI-ready retrieval that runs inside the infrastructure they control.
Search and Vector Search are now generally available for MongoDB Community Edition, enabling builders to implement AI retrieval locally at no cost. A startup can prototype on a laptop with full-text search, vector search, and hybrid search in one single system, then move to Atlas or Enterprise Advanced when it’s ready to scale, without re-architecting or switching databases.
Investing in India for the long term
As part of MongoDB.local Bengaluru, the company also announced plans to upskill two million Indian builders by 2030. MongoDB is expanding its MongoDB for Academia program through partnerships with the All India Council for Technical Education, HCL GUVI, and the ICT Academy of Kerala. Since 2023, the program has reached more than 650,000 students.
MongoDB also launched Bengaluru to the Bay, a startup challenge that gives early-stage AI founders a path from India’s builder ecosystem to San Francisco’s AI community during SF Tech Week experience. $50,000 in MongoDB Atlas credits, travel, and go-to-market opportunities included.
What’s new at MongoDB.local Bengaluru 2026
voyage-context-4 (Generally available): Next-generation contextualized embeddings with document-level context and auto-chunking; a drop-in upgrade for existing retrieval-augmented generation (RAG) pipelines.Native Reranking in MongoDB Atlas (Public Preview): Reranking runs inside the aggregation pipeline – no external APIs, no round-trips – and delivers up to a 30% boost in retrieval quality directly inside the database.Hybrid Search (Generally available): More accurate retrieval by combining full-text precision and vector-based semantic understanding in a single query on live operational data.Search and Vector Search for MongoDB Enterprise Advanced (Generally available): Production AI behind your firewall, under your compliance framework, with full parity to MongoDB Atlas capabilities.Search and Vector Search in MongoDB Community Edition (Generally available): Full-text, vector, and hybrid retrieval in self-managed environments, at zero cost to start.MongoDB Atlas Stream Processing: Apache Iceberg Support (Generally available): MongoDB Atlas now supports Apache Iceberg via the new $iceberg aggregation stage in Atlas Stream Processing, enabling any Atlas collection to be continuously synchronized to Iceberg tables on AWS object storage.Gen2 MongoDB Atlas M30+ Dedicated Clusters on AWS (Generally available): Next-generation infrastructure for high-scale production workloads.Asymmetric Search Node deployment for multi-region Atlas clusters: (Generally available): Set Search Node capacity to match each region’s actual search traffic and lower total Search Node cost on multi-region clusters by 25–40%+MongoDB for Academia Expansion: Targeting 2 million builders trained by 2030 through HCL GUVI, ICT Academy of Kerala, and AICTE partnerships.Bengaluru Meets the Bay—startup contest: $50K in MongoDB credits plus travel and VIP access to MongoDB.local San Francisco for winning founders.
*Based on Voyage instruction-following rerankers on the MAIR benchmark; improvement measured over first-stage retrieval.
About MongoDB
Headquartered in New York, MongoDB’s mission is to empower innovators to create, transform, and disrupt industries with software. MongoDB’s unified database platform was built to power the next generation of applications, and MongoDB is the most widely available, globally distributed database on the market. With integrated capabilities for operational data, search, real-time analytics, and AI-powered data retrieval, MongoDB helps organizations everywhere move faster, innovate more efficiently, and simplify complex architectures. Millions of developers and more than 65,200+ customers across industries—including ~75% of the Fortune 100—rely on MongoDB for their most important applications. To learn more, visit mongodb.com.
Forward-Looking Statements
This press release includes certain “forward-looking statements” within the meaning of Section 27A of the Securities Act of 1933, as amended, or the Securities Act, and Section 21E of the Securities Exchange Act of 1934, as amended, including new capabilities announced at MongoDB .local Bengaluru 2026. These forward-looking statements include, but are not limited to, plans, objectives, expectations and intentions and other statements contained in this press release that are not historical facts and statements identified by words such as “anticipate,” “believe,” “continue,” “could,” “estimate,” “expect,” “intend,” “may,” “plan,” “project,” “will,” “would” or the negative or plural of these words or similar expressions or variations. These forward-looking statements reflect our current views about our plans, intentions, expectations, strategies and prospects, which are based on the information currently available to us and on assumptions we have made. Although we believe that our plans, intentions, expectations, strategies and prospects as reflected in or suggested by those forward-looking statements are reasonable, we can give no assurance that the plans, intentions, expectations or strategies will be attained or achieved. Furthermore, actual results may differ materially from those described in the forward-looking statements and are subject to a variety of assumptions, uncertainties, risks and factors that are beyond our control including, without limitation: our customers renewing their subscriptions with us and expanding their usage of software and related services; global political changes; the effects of the ongoing military conflicts between Russia and Ukraine and Israel and Hamas and recent events in Venezuela on our business and future operating results; economic downturns and/or the effects of rising interest rates, inflation and volatility in the global economy and financial markets on our business and future operating results; our potential failure to meet publicly announced guidance or other expectations about our business and future operating results; reputational harm or other adverse consequences resulting from use of AI and ML in our product offerings and internal operations if they don’t produce the desired benefits; our limited operating history; our history of losses; our potential failure to repurchase shares of our common stock at favorable prices, if at all; failure of our platform to satisfy customer demands; the effects of increased competition; our investments in new products and our ability to introduce new features, services or enhancements, including AI and ML; social, ethical and security issues relating to the use of new and evolving technologies, such as artificial intelligence, in our offerings or partnerships; our ability to effectively expand our sales and marketing organization; our ability to continue to build and maintain credibility with the developer community; our ability to add new customers or increase sales to our existing customers; our ability to maintain, protect, enforce and enhance our intellectual property; our ability to continue to increase revenue from our Atlas platform; the effects of social, ethical and regulatory issues relating to the use of new and evolving technologies, such as AI and ML, in our offerings or partnerships; the growth and expansion of the market for database products and our ability to penetrate that market; our ability to maintain the security of our software and adequately address privacy concerns; our ability to manage our growth effectively and successfully recruit and retain additional highly-qualified personnel; our ability to integrate acquisitions and work with our strategic partners effectively; and the price volatility of our common stock. These and other risks and uncertainties are more fully described in our filings with the Securities and Exchange Commission (“SEC”), including under the caption “Risk Factors” in our Annual Report on Form 10-Q for the quarter ended April 30, 2026, filed with the SEC on May 29, 2026. Additional information will be made available in other filings and reports that we may file from time to time with the SEC. Except as required by law, we undertake no duty or obligation to update any forward-looking statements contained in this release as a result of new information, future events, changes in expectations or otherwise.
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Technology
Global Security & Technology Summit Unveils Month-Long Program of Activities Ahead of December Event
Published
6 hours agoon
October 24, 2026By
RIYADH, Saudi Arabia, Oct. 24, 2026 /PRNewswire/ — The Organizing Committee of the Global Security & Technology Summit (GSTS) held an introductory session today at the Ministry of Interior’s headquarters in Riyadh, bringing together representatives from the government, private, and nonprofit sectors to introduce the program of activities leading up to the summit. The upcoming summit will be held in Riyadh under the patronage of HRH Prince Mohammed bin Salman bin Abdulaziz Al Saud, Crown Prince and Prime Minister, under the supervision of HRH Prince Abdulaziz bin Saud bin Naif bin Abdulaziz Al Saud, Minister of Interior, and organized by the Ministry of Interior in cooperation with Tuwaiq Academy.
During the session, the Organizing Committee presented the comprehensive GSTS program, comprising three key components: GSTS Month, running from November 1 to 30, 2026; the Global Security & Innovation Fair (SAIF), taking place from November 24 to 26, 2026; and the main Summit, scheduled for December 18 to 20, 2026, in Riyadh. Together, these events form an integrated program designed to advance security and technology innovation, strengthen national capabilities, and foster international cooperation.
GSTS Month will feature working groups, boot camps, training programs, knowledge-sharing sessions, and technical workshops across Saudi Arabia’s 13 administrative regions, delivered both in person and remotely in collaboration with specialized entities. The month-long program aims to develop national capabilities, identify emerging talent, enrich knowledge-sharing opportunities, and equip professionals with the knowledge and skills needed to develop innovative solutions to future security and technology challenges.
The main Summit will bring together global leaders, decision-makers, experts, and innovators to explore the future of security and technology, promote the integration of advanced technologies within the security sector, strengthen national capabilities, support innovation, and foster international cooperation, further positioning the Kingdom as a global hub for security and technology.
Showcasing the latest technological breakthroughs and security solutions, the summit will bring together government entities, private sector organizations, academic institutions, and research centers to facilitate knowledge exchange and collaboration across key fields, including cybersecurity, artificial intelligence (AI), the Internet of Things (IoT), smart security solutions, emerging technologies, and crisis management. The program will also feature main sessions, specialized discussions, and interactive exhibitions. Registration is available at gsts.sa.
Advisor to HRH the Minister of Interior and Chairman of the GSTS Organizing Committee, Ahmed Altowayan, stated that the summit builds on Saudi Arabia’s efforts to establish an advanced security and technology ecosystem focused on knowledge and innovation, keeping pace with rapid developments and future challenges.
Mr. Altowayan noted that the summit is a global platform for strengthening cooperation and exchanging expertise, anticipating future developments in security and technology, and developing strategic partnerships and innovative solutions that enhance the efficiency and readiness of security systems.
Vice Chairman of the GSTS Organizing Committee, Eng. Abdulaziz Alhammadi, said that the summit will offer a range of integrated programs and activities focused on enhancing national skills, encouraging innovation, and supporting international cooperation.
He added that GSTS Month will help build national capabilities, discover talent, and develop skills, with SAIF providing a platform for innovators and researchers from around the world to showcase leading technological solutions, while the main Summit will bring together leaders and experts to discuss the future of security and technology and explore new strategic partnership opportunities.
SAIF will take place at the Riyadh International Convention & Exhibition Center, bringing together innovators, researchers, technology talents, and industry experts from around the world to showcase promising innovations and projects across 14 fields of technology and innovation. The fair will provide opportunities to engage with project owners, including students, graduates, and entrepreneurs, and explore the different stages of innovation development through interactive zones, panel discussions on emerging security and innovation trends, and knowledge-sharing workshops led by specialists. Visitor registration is open to participants from within and outside the Kingdom through saifair.sa.
The introductory session also featured contributions from representatives of government, private, and nonprofit sector entities, alongside members of the media. Discussions focused on developing national capabilities in security and technology, strengthening students’ technical expertise, translating scientific research into practical solutions, and supporting Saudi companies in developing security and technology solutions and advancing digital transformation.
Organized by the Ministry of Interior in cooperation with Tuwaiq Academy, GSTS is produced by Tahaluf, with the Ministry of Education serving as Strategic Scientific Partner, Tahakom as Founding Partner, and Elm as Principal Partner.
Registration for participants from within and outside the Kingdom is available at gsts.sa.
Click here to view the media kit.
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Technology
Axon Announces Body 5: Next-Generation Camera Built for the AI Era
Published
11 hours agoon
October 24, 2026By
Axon Body 5 delivers 25x the AI processing power of earlier-generation cameras, with upgraded connectivity, audio and battery life to support real-time situational awareness in the field
SCOTTSDALE, Ariz., Oct. 24, 2026 /PRNewswire/ — Axon (Nasdaq: AXON), the global leader in public safety technology, today announced Axon Body 5, its newest body-worn camera designed to bring more powerful intelligence, connectivity and real-time support directly to officers in the field.
For years, Axon body cameras have helped agencies capture critical evidence and create greater transparency. Body 5 is built to help officers during the call, with information, assistance and backup on the spot.
“Officers shouldn’t have to choose between getting information and watching the scene. With Axon Body 5, they don’t,” said Rick Smith, Axon Founder and CEO. “They capture a license or document with the camera, keep their hands free and eyes up, and get information faster than writing it down and calling it in by radio. An officer fully engaged with the person in front of them, not down at a notepad, is a safer officer and a better-served community.”
Axon Body 5: Built for the AI Era
Built from the ground up for the AI era, Axon Body 5 delivers 25x the AI processing power than earlier generation Axon body cameras, alongside advancements in connectivity, audio, video and battery life. Together, these upgrades give the camera the physical power to run smarter AI features — both today and as new AI tools are developed in the future — while also making it more dependable for officers to use every day.
For the first time, Axon is also introducing two versions of its latest flagship camera: Axon Body 5 and Axon Body 5 Pro.
Both models feature several key advancements, including:
25x more processing power for AI: A powerful new computing architecture creates the capacity to support current and future AI features directly on the body camera.Enhanced video: Improved video captures clearer evidence across challenging environments, including better low-light performance.Improved connectivity: Seamless connectivity in urban and remote environments – and more precise location capability – helps officers, cameras and remote support teams stay connected when timely information matters most.Longer battery life: 20% more battery life than the previous generation helps keep the camera ready and connected throughout an officer’s shift.
The Axon Body 5 Pro will continue to gain new AI capabilities as they become available, growing along with the AI Era Plan. Additionally, new hardware features include:
A near-focus camera: An additional dedicated camera lens lets officers scan driver’s licenses to check status and search for wants or warrants in seconds, without returning to the patrol vehicle, with relevant information sent to Axon Fusus to support real-time operations.Front-facing speakers: Four additional speakers project even more powerful audio toward the person an officer is speaking with, helping real-time translations from Axon Assistant carry more clearly over heavy traffic or crowd noise. Additional memory: Extra space lets the camera run several AI tools at once, helping officers stay better informed and work faster.
Bringing More of Axon’s AI Era Into the Field
Axon Body 5 helps officers get more out of the Axon AI Era Plan by bringing smart tools right to the scene. Axon’s portfolio already supports public safety professionals across a growing range of tasks. For example, Draft One helps officers turn body-camera audio into high-quality report drafts and Axon Assistant provides voice-based information access and real-time translation.
Increasingly, Axon is also bringing AI into real-time operations.
Axon Guardian is a new category of AI features within the AI Era Plan that was specifically created to work with an officer’s field-based devices – starting with body cameras and in-car cameras – to improve safety. Guardian is designed to flag potential risks as situations unfold and create alerts when additional attention may be needed. Two of the first features include:
Escalation Detection: When an Axon Body 4 or Axon Body 5 camera is activated and recording, Guardian has the ability to detect potential conflicts in real time and create an alert in Axon Fusus. A human reviews the livestream and decides if additional support or action is needed.Approach Alert: When active on Axon Fleet 3, Guardian can detect if the door of a stopped vehicle opens and alert the officer through the in-car display and their body-worn camera.
Combined, Axon Body 5 and the expanding AI Era portfolio demonstrate the importance of AI as a critical resource to assist public safety professionals before, during and after an incident — reducing administrative burden, improving situational awareness and helping protect more lives.
Innovating Responsibly
Axon’s Responsible Innovation framework guides the development of all of its products. Designed with this in mind, Axon Body 5 and Guardian prioritize human oversight and maintain agency control over data. As a key part of the responsible innovation process, Axon’s independent Ethics and Equity Advisory Council was created to help responsibly develop and deploy new technologies with transparency, while aligning with community expectations.
General availability dates for Axon Body 5 and Axon Guardian will be announced soon. Product features and capabilities vary by configuration. For more information on Axon’s current products and services: Axon Product Catalog – Axon.com.
About Axon
Axon (Nasdaq: AXON) is the global leader in public safety technology supporting state, local, federal and international public safety agencies with technology designed to Protect Life. Complementing its mission, Axon’s growing Enterprise market focuses on protecting critical infrastructure and frontline workers across multiple industries including corporate security, hospitality, retail and healthcare. Founder-led since 1993, Axon builds products with transparency and responsibility. From TASER energy devices to today’s connected network of hardware – including cameras, drones, and robotics – cloud software, sensors, and AI-tools, the Axon ecosystem helps seamlessly protect people and places when it matters most. To ensure these technologies align with community expectations, Axon’s independent Ethics & Equity Advisory Council guides the ethical, inclusive, and accountable design of its products and services. Learn more about the EEAC and Axon’s Responsible Innovation framework at Axon Responsibility.
Non-Axon trademarks are the property of their respective owners. Axon, TASER and the Delta Logo are trademarks of Axon Enterprise, Inc., some of which are registered in the US and other countries. For more information, visit www.axon.com/legal. All rights reserved.
Please visit https://investor.axon.com and https://www.axon.com/newsroom for more information.
Media Contact:
Kate MacKinnon
Vice President, Communications
press@axon.com
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Technology
In HelloNation, Custom Fabrication Expert Mark Coyle Explains a Common Mistake in Custom Aluminum Design
Published
12 hours agoon
October 24, 2026By
The article explains why smart geometry, not thicker walls, creates stronger, more efficient aluminum components.
ROCHESTER, N.Y., Oct. 24, 2026 /PRNewswire/ — What early design choice causes many custom aluminum projects to become heavier, costlier, or harder to manufacture? That question is addressed in a HelloNation article featuring insights from Custom Fabrication Expert Mark Coyle of American Custom Metals, Inc. in Rochester, New York, that outlines how misunderstanding aluminum behavior leads designers to rely on thick walls instead of stronger geometry.
The article begins by explaining that many people assume thicker walls automatically make aluminum parts stronger. It notes that aluminum does not respond to wall thickness the way steel does. Instead, its performance is shaped by how the metal flows through the extrusion die. The article states that custom aluminum design is more effective when profiles use ribs, chambers, and flanges to create stiffness without adding unnecessary weight. This guidance helps readers understand why adding material often increases cost without improving strength.
The article also highlights that thicker walls change how aluminum moves during extrusion. When heavy areas fill more slowly, the metal cools unevenly and can develop stress that only appears later. The HelloNation piece explains that well-balanced geometry keeps extrusion smooth and predictable. This consistency makes it easier to maintain dimensional accuracy across long production runs. By focusing on geometry, custom aluminum design avoids the problems that come with slow extrusion speeds and uneven cooling.
Another insight in the article centers on how ribs and internal supports influence stability. It describes how a thin wall supported by a properly placed rib often performs better than a thick wall with no reinforcement. This happens because the rib helps distribute load, improve stiffness, and guide the aluminum as it cools. The article explains that this structural approach makes custom aluminum design more efficient and gives designers more control over how the final part behaves under pressure.
The article also shows why early collaboration between designer and fabricator prevents costly changes. It states that a fabricator familiar with extrusion can catch potential issues before a die is built. Small adjustments to corners or transitions can remove weak points or improve metal flow. The article notes that this teamwork keeps the design aligned with real-world production. By working together early, both sides reduce the risk of redesigning the die after the first test run.
Machining is another area where the article explains how wall thickness affects performance. Features such as deep pockets or sharp internal angles may require slow feed rates or special tooling. When walls are thicker than needed, those areas can become difficult to machine cleanly. The article states that thoughtful custom aluminum design makes machining more predictable. Small changes, such as adding radiused edges or sizing features to match standard tools, help shorten cycle times and prevent tool wear.
Thermal behavior receives detailed attention as well. The article explains that aluminum retains heat differently depending on the mass of each section. Thicker walls hold heat longer, which increases the chance of distortion during extrusion, machining, or finishing. When a design uses geometry to create strength, the material cools more evenly. This reduces warping and helps long profiles stay aligned. The article notes that stable cooling is important for components that require a precise fit and consistent shape throughout an entire production run.
Cost is also a key topic in the article. It states that heavier profiles increase material use, extrusion time, and tooling needs. A custom aluminum design that relies on geometry instead of mass lowers material consumption and keeps the fabrication process efficient. The article explains that lighter parts are easier to handle, ship, and assemble. This saves money across multiple stages of production and supports long-term manufacturing efficiency.
The article also notes that smart custom aluminum design creates profiles that behave predictably during extrusion and machining. Smooth transitions, balanced wall dimensions, and structural features help reduce the chance of distortion or dimensional drift. These elements also lower scrap rates and support reliable performance. By using geometry instead of excess material, designers build parts that maintain strength without compromising manufacturability.
As the article concludes, it emphasizes that avoiding thick walls is one of the best ways to improve performance and lower cost. It states that the most dependable custom aluminum components come from designs that use structural features to strengthen the profile. When designers understand how aluminum behaves at each stage of extrusion and machining, they create parts that are strong, efficient, and consistent from batch to batch. This approach turns custom aluminum design into a predictable process rather than a series of uncertain adjustments.
A Common Mistake in Custom Aluminum Design features insights from Mark Coyle, Custom Fabrication Expert of Rochester, NY, in HelloNation.
About HelloNation
HelloNation is America’s Good News Network, a premier media platform built on the idea that good news travels faster when real people tell real stories. Through its community-focused publications and innovative “edvertising” approach, HelloNation delivers content that informs, inspires, and spotlights the leaders making a meaningful impact in their communities.
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SOURCE HelloNation
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