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Global Robotics Market to Grow at 20.15% CAGR as Industrial Automation Demand, AI-Powered Robotics and Smart Manufacturing Technologies Gain Momentum, says Maximize Market Research

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PUNE, India, Oct. 12, 2026 /PRNewswire/ — The Global Robotics Market is witnessing rapid growth, with its market size projected to rise from USD 92 Billion in 2025 to USD 480.1 Billion by 2034, registering a CAGR of 20.15% during 2026–2034, driven by increasing industrial automation, adoption of AI-powered robots, advancements in smart manufacturing, and growing demand for robotics across automotive, electronics, healthcare, and logistics industries, according to a new analysis by Maximize Market Research.

Explore 154 market data tables across 327 pages, along with a detailed Table of Contents covering the Global Robotics Market, including market size, market share, growth trends, industrial automation, AI-powered robotics, regional insights, competitive landscape, and forecasts through 2034.

Global Robotics Market Size & Forecast

Market Size (Base Year 2025): USD 92  Billion
Forecast Market Size (2034): USD 480.1 Billion
CAGR (2026–2034): 20.15%
Base Year: 2025
Forecast Period: 2025–2034
Historical Period: 2020–2025

Global Robotics Market Overview

The Global Robotics Market is expanding rapidly as industrial automation, smart manufacturing, labour shortages, and growing demand for intelligent machines reshape industries worldwide. Demand is increasing for industrial robots, collaborative robots (cobots), autonomous mobile robots (AMRs), automated guided vehicles (AGVs), service robots, and humanoid robots. Rising investment in automotive manufacturing, electronics, logistics, healthcare, and precision engineering is strengthening Robotics Market size, market share, demand, growth, trends, and long-term market forecast.

The market is also being transformed by artificial intelligence (AI), physical AI, machine vision, precision motion control, robotic automation, and autonomous navigation technologies. Asia-Pacific leads the Global Robotics Market, supported by China’s large-scale industrial robot installations, Japan’s advanced robotics manufacturing, and India’s growing investment in industrial automation. North America and Europe are witnessing rising adoption of collaborative robots, warehouse automation, and humanoid robotics. Leading companies are focusing on intelligent robotic systems, advanced sensors, AI-driven software, cost-efficient automation, and product innovation to improve productivity, address skilled labour shortages, and strengthen market competitiveness.

Get Full PDF Sample Copy of Report: (Including Full TOC, List of Tables & Figures, Chart) @ https://www.maximizemarketresearch.com/request-sample/213752/ 

The Global Robotics Market is gaining momentum as manufacturers increasingly turn to intelligent automation to improve productivity, overcome labour shortages, and maintain global competitiveness. Growing adoption of AI-powered robots, collaborative robotics, autonomous mobile robots, and emerging humanoid technologies is creating significant market opportunities across automotive, electronics, logistics, healthcare, and advanced manufacturing industries through 2034.

Robotics Market Growth Drivers, Opportunities & Key Highlights

The Global Robotics Market is expanding as industrial automation, labour shortages, smart manufacturing, and demand for intelligent robotic systems increase worldwide. Rising investment in automotive production, electronics manufacturing, precision engineering, and industrial modernization is strengthening Robotics Market size, market share, demand, growth, trends, and long-term market forecast. Demand is increasing for industrial robots, collaborative robots (cobots), autonomous mobile robots (AMRs), automated guided vehicles (AGVs), service robots, and emerging humanoid robots.

New Robotics Market opportunities are emerging through physical AI, humanoid robotics, precision actuators, machine vision, autonomous navigation, and Robots-as-a-Service (RaaS) models. Asia-Pacific leads the market, supported by China’s large-scale robot installations, Japan’s established robotics industry, and India’s growing automation adoption. North America and Europe offer further opportunities through manufacturing reshoring, skilled labour shortages, intelligent factory investments, and advanced robotic technologies.

Key Market Highlights

USD 92 Billion: Robotics Market size in 2025USD 480.1 Billion: Projected market size by 203420.15% CAGR: Market growth during 2026–2034Millions of Units: Global operational stock of installed industrial robots in 2025China: Largest national market for annual industrial robot installationsAsia-Pacific: Largest and fastest-growing Robotics Market regionChina and India: Important markets supporting robotics adoption and manufacturing automationAutomotive, Electronics and Precision Engineering: Key industries driving Robotics Market demandIndustrial Robots, Cobots, AMRs, AGVs and Humanoid Robots: Key Robotics Market categoriesPhysical AI, Precision Actuation, Robots-as-a-Service and Smart Manufacturing: Major Robotics Market trends and opportunities

United States Robotics Market Expands as FANUC America Announces USD 90 Million Investment in Advanced Robot Manufacturing

On March 24, 2026, FANUC America announced a USD 90 million investment to develop an 840,000-square-foot robotics manufacturing facility in Michigan, United States. Expected to be completed by late 2027, the facility will support future industrial robot production and create approximately 225 jobs. The expansion focuses on meeting rising demand for industrial automation, AI-powered robotics, physical AI, digital twin technologies, and advanced manufacturing solutions. This development highlights growing United States Robotics Market opportunities, strengthening domestic robot manufacturing capabilities and supporting long-term Robotics Market growth across automotive, electronics, and industrial manufacturing industries.

The Global Robotics Market is segmented by Robot Type, Payload, Offering, Application, End-Use Industry, and Region.

By Application, Handling represents a key segment of the Robotics Market, supported by growing demand for pick-and-place operations, material handling, packaging, and palletizing across manufacturing and logistics. Welding & Soldering and Assembling & Disassembling are widely adopted in automotive and electronics production, while Dispensing, Processing, and Cleanroom applications support precision manufacturing. Increasing adoption of AI-powered robots, collaborative automation, and intelligent handling systems is strengthening Robotics Market size, market share, demand, growth, and opportunities through 2034.

By End-Use Industry, Automotive represents a major segment of the Robotics Market, driven by demand for robotic welding, assembly, painting, and automated production lines. Electrical & Electronics is witnessing growing robotics adoption for semiconductor manufacturing and precision assembly, while Metals & Machinery, Food & Beverages, and Pharmaceuticals & Cosmetics require efficient and reliable automation. Rising investment in smart factories, industrial robots, cobots, and advanced manufacturing technologies is strengthening the long-term Robotics Market forecast through 2034.

Get Insightful Data on Regions, Market Segments, Customer Landscape, and Top Companies (Charts, Tables, Figures and More) https://www.maximizemarketresearch.com/request-sample/213752/ 

Asia-Pacific Leads the Global Robotics Market as Industrial Automation, Smart Manufacturing and AI-Powered Robotics Demand Strengthen

Asia-Pacific leads the Global Robotics Market, supported by rapid industrialization, manufacturing expansion, technological innovation, and increasing adoption of industrial robots and intelligent automation systems. China remains a major contributor, with strong investment in automotive manufacturing, electronics, factory automation, and industrial robotics. Japan continues to advance precision manufacturing, service robots, and healthcare robotics, while South Korea benefits from automation across semiconductor and automotive production. India is emerging as an important growth market through smart manufacturing initiatives, industrial modernization, and rising demand for cost-efficient robotic solutions. In 2025, Asia-Pacific held the largest Robotics Market share, strengthening the region’s market size, demand, growth potential, and long-term forecast.

North America holds a significant position in the Robotics Market, supported by advanced manufacturing, robotics research, warehouse automation, and growing industrial robot adoption across the United States, Canada, and Mexico. Europe is witnessing increasing demand for collaborative robots, AI-powered automation, and precision manufacturing technologies, particularly in Germany, France, and Italy. The Middle East & Africa is creating Robotics Market opportunities through industrial diversification, logistics automation, and investment in advanced manufacturing, particularly across GCC countries. South America is gradually expanding robotics adoption across automotive manufacturing, agriculture, mining, and logistics, with Brazil supporting regional market growth through 2034.

Global Robotics Market Competitive Landscape

The Global Robotics Market is highly competitive, with leading companies focusing on industrial automation, artificial intelligence, collaborative robotics, autonomous navigation, and intelligent manufacturing solutions. Major players include ABB Group, FANUC Corporation, Yaskawa Electric Corporation, KUKA AG, Universal Robots, Teradyne, Mitsubishi Electric Corporation, Kawasaki Heavy Industries, OMRON Corporation, Honeywell International, Siemens, Boston Dynamics, NVIDIA, and Symbotic. Companies are strengthening their market positions through robotic product innovation, strategic partnerships, advanced sensors, AI integration, and software development. Growing investment in industrial robots, service robotics, warehouse automation, and intelligent robotic systems is intensifying competition while creating new opportunities across automotive, electronics, healthcare, manufacturing, and logistics industries.

Global Robotics Market Recent Development

In March 2026, FANUC America announced a USD 90 million investment to establish an 840,000-square-foot robotics manufacturing facility in Michigan, United States, with completion targeted for late 2027. The expansion is expected to support advanced robot manufacturing, industrial automation, physical AI, and digital twin technologies. This development highlights growing demand for intelligent robotics, smart manufacturing solutions, and AI-powered automation, strengthening long-term growth opportunities in the Global Robotics Market.

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Robotics Market Key Players

FANUC CorporationABB RoboticsYaskawa Electric CorporationKUKA AGKawasaki RoboticsDENSO RoboticsEpson RobotsStäubli International AGComau S.p.A.OMRON Adept TechnologiesUniversal RobotsMobile Industrial Robots (MiR)Franka RoboticsNEURA RoboticsAgile Robots SEWandelbots GmbHRobCo GmbHExotecWandercraftPAL RoboticsDoosan RoboticsHyundai RoboticsTechman RobotLocus RoboticsBoston DynamicsFigure AIAgility RoboticsApptronik1X TechnologiesEstun AutomationUBTECH RoboticsUnitree Robotics

Analyst Perspective

The Global Robotics Market is expanding as industrial automation, smart manufacturing, and demand for intelligent robotic systems increase worldwide. Growing adoption of industrial robots, collaborative robots, AI-powered automation, and autonomous mobile robots is creating significant Robotics Market opportunities. Companies investing in physical AI, humanoid robotics, precision engineering, advanced sensors, and cost-efficient automation solutions are expected to strengthen Robotics Market growth, competitiveness, and technological innovation through 2034.

Related Reports:

1. Global Humanoid Robot Market by Component, Application, End User, and Region – Global Forecast to 2034.

2. Robotic Manipulation Market by Type, Application, Payload, End User, and Region – Global Forecast to 2034.

3. Global Medical Robotics Market by Type, Application, End User, and Region – Global Forecast to 2034.

4. Global Robotic Vacuum Cleaners Market by Type, Price Range, Distribution Channel, End User, and Region – Global Forecast to 2034.

5. Global Crop Harvesting Robots Market by Type, Component, Robot Type, Autonomy Level, Farm Size, Farming Environment, Business Model, Application, and Region – Global Forecast to 2034.

6. Global Retail Robotics Market by Type, Retail Type, Deployment, Application, and Region – Global Forecast to 2034.

7. Logistics Robots Market by Component, Deployment Type, Navigation Technology, Application, Payload Capacity, Function, End User Industry, Robot Type, and Region – Global Forecast to 2034.

8. Global Industrial Palletizing Robots Market by Type, Cell Configuration, Application, End Use Industry, and Region – Global Forecast to 2034.

9. Global Industrial Control Robotics Market by Payload, Type, Application, Industry, and Region – Global Forecast to 2034.

10. Global Material Handling Robotics Market by Product Type, Function, Payload Capacity, Automation Level, Application, End-Use Industry, and Region – Global Forecast to 2034.

11. Global Industrial Robotics Market by Robot Type, Payload, Offering, Application, End-Use Industry, and Region – Global Forecast to 2034.

12. Global Abdominal Surgical Robot Market by Product Type, Application, End User, and Region – Global Forecast to 2034.

About Maximize Market Research – Global Robotics Market

Maximize Market Research is a global market research and consulting firm providing insights across industrial automation, robotics, advanced manufacturing, artificial intelligence, and emerging technologies. Its Global Robotics Market research covers industrial robots, collaborative robots, autonomous mobile robots, humanoid robotics, applications, end-use industries, regional demand, competitive strategies, and recent developments. The report helps businesses understand robotics adoption, smart manufacturing trends, AI-powered automation, technological innovation, and emerging Robotics Market opportunities through 2034.

Robotic Surgery  Market Report 2025-2030– MMR Statistics

MMR Statistics is a part of Maximize Market Research, developed to provide quick access to market size, industry data, forecasts, trends, and statistical insights across a wide range of sectors. It presents research data in multiple formats, making it easier for businesses, analysts, and decision-makers to use market intelligence for presentations, strategy, benchmarking, and business planning.

Gantry Robots Market Report 2026-2034 Stellar Market Research

Stellar Market Research is a strategic partner of Maximize Market Research, providing global and region-wise market research reports across multiple industries. Its research focuses on market trends, competitive developments, regional opportunities, industry dynamics, and growth outlooks, complementing Maximize Market Research with broader market coverage and region-specific business intelligence.

Contact:
Lumawant Godage
MAXIMIZE MARKET RESEARCH PVT. LTD.
+91 96073 65656
Email: sales@maximizemarketresearch.com   
Visit Our Web Site: https://www.maximizemarketresearch.com/   

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SOURCE Maximize Market Research Pvt. Ltd.

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MASSPAY POSTS THIRD STRAIGHT RECORD QUARTER: Q3 PAYOUT VOLUME UP 510%, REVENUE UP 112%

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October 15, 2026

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Global Financial Platform Completes the Money Movement Loop in Q3 with MassPay Collect, Cash App Payouts, and Expanded US Rails

LAS VEGAS, Oct. 15, 2026 /PRNewswire/ — MassPay, a global financial platform that connects businesses to local rails, stablecoins, mobile wallets, and real-time payout methods in 180 countries through a single integration, today announced record third-quarter results. Payout volume grew 510% over Q3 2025, and gross revenue grew 112% year-over-year – the third consecutive record quarter for the company.

The Numbers Behind the Momentum

Q1 delivered 317% volume growth. Q2 delivered 408%. Q3 delivered 510%. Each quarter has built on the last, and revenue growth has kept climbing alongside volume, from 98% in Q2 to 112% in Q3. That is the clearest signal of all: as clients send more money through more corridors and more rails, the model gets stronger, not thinner.

“Three record quarters isn’t a streak – it’s a pattern,” said Ran Grushkowsky, CEO of MassPay. “Our clients aren’t testing us anymore. They’re consolidating on us. When a business trusts you with more of its money movement every quarter, the growth takes care of itself.”

From Payouts to the Full Money Movement Loop

Businesses that pay people globally face a familiar problem: one provider to collect funds, another to pay out domestically, another for cross-border, and a patchwork of contracts, dashboards, and reconciliation in between. In Q3, MassPay closed that gap.

MassPay Collect launched in the US, giving businesses a way to bring funds in on the same platform they use to pay out. Europe, Canada, and the UK are next on the roadmap.Cash App payouts went live in production, giving payees one of the fastest and most widely used ways to get paid in the US.Bottomline partnership embeds Paymode virtual card and Premium ACH into MassPay, giving clients more ways to pay vendors and partners through a single integration.

“Every new capability answers the same question our clients ask: can MassPay handle this too?” added Grushkowsky. “In Q3, the answer to more of those questions became yes. Money in, money out, domestic, cross-border – one platform, one contract.”

Built for Every Business That Moves Money

MassPay’s growth is coming from every industry where paying people and partners quickly and reliably is core to the business:

Enterprises paying suppliers, vendors, and partners worldwideMarketplaces paying sellers and service providers across bordersDirect selling organizations paying distributors in dozens of marketsGaming platforms paying players, creators, and partnersCreator platforms paying creators and performers in the way they chooseWorkforce and payroll platforms paying contractors and employees, domestically and globally

What these businesses share is simple: the people and partners they pay keep the business running. When a payout is late or fails, trust breaks. MassPay’s job is to make sure it doesn’t.

Built on What Q2 Started

The stablecoin rails MassPay brought to production in Q2 through its partnerships with Circle and Coinbase continue to scale alongside traditional rails. For clients, the logic hasn’t changed: every payout is routed to the rail that’s fastest, most cost-effective, and most reliable for that payee, whether that’s a bank account in Mexico, a mobile wallet in the Philippines, or Cash App in the US.

Three Quarters Into the Growth Year

MassPay opened 2026 declaring it would be “all about growth.” With one quarter to go, the company has posted three consecutive record quarters and expanded from payouts into the full money movement loop.

“Behind every number is a person who got paid on time, in the way they chose,” said Grushkowsky. “That’s the promise we’re scaling.”

About MassPay

We care about your people getting paid, everywhere. MassPay is a global financial platform that lets businesses move money instantly, compliantly, and at scale. With a single, easy-to-integrate API, MassPay connects businesses to local rails, stablecoins, mobile wallets, and real-time payout methods across 180 countries, including bank transfers, digital wallets, debit cards, cash pickup, and crypto. With embedded compliance and KYC, no contract lock-in, and no fees on failed transactions, MassPay serves marketplaces, direct selling organizations, creator platforms, and any business that needs reliable, scalable global payouts. Learn more at masspay.io.

Media Contact:
Kris Conesa
C-Suite Media Strategies
Kristopher Conesa
kconesa@csuitepr.com
305-975-5934

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Netflix’s KPop Demon Hunters Is Coming to Toca Boca World™ This October

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October 15, 2026

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Players can unleash their inner idol with exclusive in-game fashion and music from the award-winning film

TORONTO, Oct. 15, 2026 /CNW/ — Spin Master’s digital studio Toca Boca® is bringing Netflix’s most popular film, KPop Demon Hunters, into the Toca Boca World app, giving its close to 60 million players access to music and fashion inspired by HUNTR/X, the Saja Boys and other iconic characters from the movie.

Inspired by the film’s distinctive fashion and larger-than-life performances, the new game content brings together two dimensions of the world of Netflix’s KPop Demon Hunters: everyday style and the energy of the K-pop stage. Players can mix and match both to create characters and personalize their storytelling.

Music will be a key feature of the experience, with a new music player including four chart-topping songs from the film, “How It’s Done,” “Golden,” “Soda Pop” and “Your Idol.” For a limited time, players can use these songs as soundtracks for their own stories within Toca Boca World.  

“Netflix’s KPop Demon Hunters is a global cultural phenomenon, bringing together music, fashion and beloved characters in a way that has clearly resonated with our players,” said Marc De Vellis, Spin Master’s President, Digital Games. “We were already seeing the Toca Boca community draw inspiration from the film in their stories within Toca Boca World, so this collaboration felt incredibly natural. It gives our players access to authentic and exclusive KPop Demon Hunters content, with even more ways to create, play, tell stories and express themselves in a world they love.”

Together, the new fashion, music and characters give players more ways to put their own spin on Netflix’s KPop Demon Hunters universe, whether they’re creating an everyday look, stepping onto the stage or telling a story. The collaboration builds on Toca Boca World’s ongoing exploration of music and culture, following collaborations with adidas, Conan Gray, KATSEYE and Wicked: For Good as well as in-game music from popular recording artists Olivia Rodrigo, SIENNA SPIRO and TWICE.

The Toca Boca World and Netflix’s KPop Demon Hunters collaboration launches October 27.

Expanding the Toca Boca with KPop Demon Hunters collaboration, Netflix’s games library is also serving up a delightfully messy new addition for gamers on Netflix Playground. Toca Boca Jr Kitchen™ has teamed up with Netflix to introduce a stylized KPop Demon Hunters update. While keeping the core mechanics intact, the collaboration transforms the gameplay into a vibrant, mukbang-themed culinary experience. The game is now officially available to download on iOS and Android devices, included entirely free with a Netflix subscription.

About Toca Boca

Toca Boca was founded in 2011 with a simple mission – to create playful, safe spaces where kids can have fun and feel free to be themselves. Solo or social, kid, tween or teen. Toca Boca games have now been downloaded over one billion times worldwide. The studio’s award-winning app, Toca Boca World, is its biggest game to date. It’s an ever-evolving world where kids are in total control. Toca Boca is based in Stockholm, and owned by Spin Master Corp., a leading global children’s entertainment company. For more information, visit tocaboca.com.

About Spin Master

Spin Master Corp. (TSX:TOY) is a leading global children’s entertainment company, creating exceptional play experiences across its three creative centres: Toys, Entertainment and Digital Games. With worldwide toy distribution, Spin Master is best known for award-winning brands including PAW Patrol®, Melissa & Doug®, Bakugan® and Rubik’s® Cube, and is the global toy licensee for other iconic properties. Through its in-house entertainment studio, the company creates and produces captivating multiplatform content including powerhouse preschool franchise PAW Patrol, along with other original shows, short-form series and feature films. With an established presence in digital games anchored by Toca Boca® and Piknik™, Spin Master engages close to 60 million active users monthly in open-ended, creative and safe play. With 29 offices spanning nearly 20 countries, Spin Master employs approximately 2,500 team members globally. 

ABOUT KPOP DEMON HUNTERS:

KPop Demon Hunters, directed by Maggie Kang and Chris Appelhans, became a global phenomenon shortly following its release on June 20, 2025. The film is Netflix’s most popular film of all time, surpassing over 670 million views with 63 consecutive weeks on Netflix’s Global Top 10.

It swept every award category: winning Best Animated Feature at the Academy Awards, Critics’ Choice Awards, Golden Globes, as well as ten Annie Awards. Its breakout song “Golden” became the first K-pop track to win both an Oscar and a Grammy.

The soundtrack continues to make history as the first to place four songs simultaneously in the Billboard Hot 100 top ten, accumulating over 15 billion global streams. “Golden” held No. 1 on the Hot 100 for eight weeks — the longest such run by a female group this century — and was certified 5x Platinum.

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Announcing Mindbeam’s Collaboration with NVIDIA: Bringing Greater Speed and Efficiency to Open Source AI

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October 15, 2026

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NEW YORK, Oct. 15, 2026 /PRNewswire/ —  Mindbeam, the company focused on next-generation AI infrastructure, today announces a collaboration with NVIDIA, spanning two critical layers of the open source AI stack: a post-trained frontier model that generates high-performance CUDA kernels and an inference engine that runs NVIDIA’s latest open models with exceptional speed and efficiency.

Litespark Nemotron 3.5 Super VL

As demand grows for optimized low-level systems and custom kernels, frontier open-source models are becoming increasingly capable of writing CUDA. But a key engineering question remains: Can a model take a PyTorch module and generate a raw CUDA kernel that computes the same forward pass within tight numerical tolerances while remaining fully architecture-agnostic?

To answer this question, Mindbeam post-trained NVIDIA’s frontier model Nemotron 3.5 Super VL (120B-A12B). The result is Litespark Nemotron 3.5 Super VL, a powerful open-weights model that excels at CUDA code generation across the different levels of KernelBench.

In the Level 1 evaluation, which tests individual operations, the post-trained model passes 83.9% of problems, up from 72.7% before adaptation. That’s an improvement of 11.2 percentage points through fine-tuning. Results are even stronger in the Level 2 evaluation where the model’s performance improved from 22.8% to 82.1%, outperforming GPT 5.6 Sol’s accuracy of 57%.

Day-0 Launch Support for Nemotron 3.5 Super VL

A model is only as useful as the engine that serves it. As state-of-the-art open models continue to multiply, so does the demand for high-performance inference. Every token per second matters and every millisecond of latency counts.

Mindbeam is equally thrilled to announce first-class support for NVIDIA’s Nemotron 3.5 Super VL in the Litespark Inference Engine. The results speak for themselves: running on just two NVIDIA H200 GPUs, Litespark achieves 962 tokens per second per user and 947 tokens per second in output throughput in our warm-start benchmark.

The Litespark Inference Engine also supports a wide range of tunable parameters, allowing users to optimize performance for their specific workloads. Whether optimizing for throughput, latency or hardware utilization, Litespark provides the flexibility to support a diverse range of production scenarios for open-source model deployments.

Mindbeam has developed a model that can generate performance-critical systems code, paired with an engine designed to get the most out of modern accelerators.

This is the direction open source AI is heading: making frontier-class capabilities faster, more cost effective, and more accessible to everyone.

“We are proud to be building this future alongside NVIDIA’s open models, and we can’t wait to show you what comes next”, said Nii Osae, founder and CEO of Mindbeam.

Learn more: https://mindbeam.ai/research/mindbeam-nvidia-nemotron-collaboration

About Mindbeam

Mindbeam is an enterprise AI infrastructure startup founded in 2024 by Nii Osae and based in New York City. The company specializes in LLM optimization, building frameworks designed to significantly accelerate generative AI training and inference. Its flagship framework, Litespark, is a high-throughput, energy-efficient system built to work with NVIDIA accelerated computing. It enables up to 6x faster model training cycles while reducing AI energy consumption by up to 86%. Mindbeam’s mission is to improve performance, reduce costs and optimize resource utilization for enterprises running workloads on NVIDIA GPU instances. The company addresses the growing demand for more efficient and cost-effective AI infrastructure.

Media Contact:
media@mindbeam.ai

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