AI agents are poised to deliver as much as $450 billion from revenue gains and cost savings by 2028, according to Capgemini. Developers building these agents are turning to higher-performing reasoning models to improve AI agent platforms and physical AI systems.
At SIGGRAPH, NVIDIA today announced an expansion of two model families with reasoning capabilities - NVIDIA Nemotron and NVIDIA Cosmos - that leaders across industries are using to drive productivity via teams of AI agents and humanoid robots.
CrowdStrike, Uber, Magna, NetApp and Zoom are among some of the enterprises tapping into these model families.
New NVIDIA Nemotron Nano 2 and Llama Nemotron Super 1.5 models offer the highest accuracy in their size categories for scientific reasoning, math, coding, tool-calling, instruction-following and chat. These new models give AI agents the power to think more deeply and work more efficiently - exploring broader options, speeding up research and delivering smarter results within set time limits.
Think of the model as the brain of an AI agent - it provides the core intelligence. But to make that brain useful for a business, it must be embedded into an agent that understands specific workflows, in addition to industry and business jargon, and operates safely. NVIDIA helps enterprises bridge that gap with leading libraries and AI blueprints for onboarding, customizing and governing AI agents at scale.
Cosmos Reason is a new reasoning vision language model (VLM) for physical AI applications that excels in understanding how the real world works, using structured reasoning to understand concepts like physics, object permanence and space-time alignment.
Cosmos Reason is purpose-built to serve as the reasoning backbone to a robot vision language action (VLA) model, or critique and caption training data for robotics and autonomous vehicles, and equip runtime visual AI agents with spatial-temporal understanding and reasoning of physical operations, like in factories or cities.
Nemotron: Highest Accuracy and Efficiency for Agentic Enterprise AI As enterprises develop AI agents to tackle complex, multistep tasks, models that can provide strong reasoning accuracy with efficient token generation enable intelligent, autonomous decision-making at scale.
NVIDIA Nemotron is a family of advanced open reasoning models that use leading models, NVIDIA-curated open datasets and advanced AI techniques to provide an accurate and efficient starting point for AI agents.
The latest Nemotron models deliver leading efficiency in three ways: a new hybrid model architecture, compact quantized models and a configurable thinking budget that provides developers with control over token generation, resulting in 60% lower reasoning costs. This combination lets the models reason more deeply and respond faster, without needing more time or computing power. This means better results at a lower cost.
Nemotron Nano 2 provides as much as 6x higher token generation compared with other leading models of its size.
Llama Nemotron Super 1.5 achieves leading performance and the highest reasoning accuracy in its class, empowering AI agents to reason better, make smarter decisions and handle complex tasks independently. It's now available in NVFP4, or 4-bit floating point, which delivers as much as 6x higher throughput on NVIDIA B200 GPUs compared with NVIDIA H100 GPUs.
The chart above shows the Nemotron model delivers top reasoning accuracy in the same timeframe and on the same compute budget, delivering the highest accuracy per dollar.
Along with the two new Nemotron models, NVIDIA is also announcing its first open VLM training dataset - Llama Nemotron VLM dataset v1 - with 3 million samples of optical character recognition, visual QA and captioning data that power the previously released Llama 3.1 Nemotron Nano VL 8B model.
In addition to the accuracy of the reasoning models, agents also rely on retrieval-augmented generation to fetch the latest and most relevant information from connected data across disparate sources to make informed decisions. The recently released Llama 3.2 NeMo Retriever embedding model tops three visual document retrieval leaderboards - ViDoRe V1, ViDoRe V2 and MTEB VisualDocumentRetrieval - for boosting agentic system accuracy.
Using these reasoning and information retrieval models, a deep research agent built using the AI-Q NVIDIA Blueprint is currently No. 1 for open and portable agents on DeepResearch Bench.
NVIDIA NeMo and NVIDIA NIM microservices support the entire AI agent lifecycle - from development and deployment to monitoring and optimization of the agentic systems.
Cosmos Reason: A Breakthrough in Physical AI
VLMs marked a breakthrough for computer vision and robotics, empowering machines to identify objects and patterns. However, nonreasoning VLMs lack the ability to understand and interact with the real world - meaning they can't handle ambiguity or novel experiences, nor solve complex multistep tasks.
NVIDIA Cosmos Reason is a new open, customizable, 7-billion-parameter reasoning VLM for physical AI and robotics. Cosmos Reason lets robots and vision AI agents reason like humans, using prior knowledge, physics understanding and common sense to understand and act in the physical world.
Cosmos Reason enables advanced capabilities across robotics and physical AI applications such as training data critiquing and captioning, robot decision-making and video analytics AI agents.
It can help automate the curation and annotation of large, diverse training datasets, accelerating the development of high-accuracy AI models. It can also serve as a sophisticated reasoning engine for robot planning, parsing complex instructions into actionable steps for VLA models, even in new environments.
It also powers video analytics AI agents built on the NVIDIA Blueprint for video search and su
Most recent headlines
09/11/2025
Dalet today announced a transformative leap forward for media operations: Agentic Artificial Intelligence (AI) that unifies the Dalet ecosystem under one natura...
16/10/2025
Student Spotlight: Alan Villanueva The graduate student and saxophonist, who performed on Natalia Lafourcades Latin Grammy-nominated Live at Carnegie Hall alb...
16/10/2025
The XR Sports Alliance (XRSA) has announced the third cohort of members. The new members include MLSE, Vegas Golden Knights, Pro Climbing League, FansXR, Focal ...
16/10/2025
NEW YORK The Broadcasters Foundation of America has launched its 2025 Year-End Giving Campaign which seeks to raise donations from tax-deductible personal and c...
16/10/2025
NEW YORK Australias Nine Network and the National Hockey League (NHL) today announced a media partnership that will bring the worlds premier professional ice ho...
16/10/2025
Parks Associates has released new data showing that nearly half (45%) of U.S. internet homes watch free ad-supported streaming TV (FAST) services and 89% of U.S...
16/10/2025
TROY, Mich. -New data from J.D. Power's 2025 U.S. Residential Internet Service Provider Study shows that residential wireless internet providers are growing...
16/10/2025
This Saturday October 18 Katja Mia will burst onto the radio airwaves for the first time as she joins 2FM. Katja will be standing in for Bl thnaid Treacy on Sat...
16/10/2025
This October, RT is delighted to support Wexford Festival Opera, Babor International Arts Festival for Children, Open House Dublin and 36 other arts and cultu...
16/10/2025
GeForce NOW is more than just a platform to stream fresh games every week - it offers celebrations for the gamers who make it epic, with member rewards to sweet...
15/10/2025
Across the world, early-career reporters are interrogating systems that shape daily life, from mortuaries and classrooms to the corridors of legal education and...
15/10/2025
St. Louis Blues Pay Tribute to Ozzy Osbourne in New Pregame Open VideoThe NHL franchise worked with production firms 2WEI and 4th Floor CreativeBy Mark J Burns,...
15/10/2025
Cobalt Digital, G3DVu, Proxima Vision, and Telos Alliance Renew Premier Sponsors...
15/10/2025
By Paige Bethmann
Before my grandmother passed away in 2019, I went to visit her in the hospital where she'd been for a few weeks. When I arrived, the nurs...
15/10/2025
Two years ago, Spotify set out to grow the entire publishing industry by making ...
15/10/2025
People turn to DJ for a listening experience that feels personal, dynamic, and j...
15/10/2025
Las personas recurren a DJ para vivir una experiencia de escucha personal, din m...
15/10/2025
Rock legend Bruce Springsteen and luminary actor Jeremy Allen White came togethe...
15/10/2025
At Spotify, we're all about supporting rising talent and helping them connec...
15/10/2025
New SBS Documentary Series THE CANCER KILLERS Premieres 4 November on SBS & SBS ...
15/10/2025
SBS celebrates the Festivals of Lights with bold, illuminating stories across th...
15/10/2025
One of humanity's most profound questions continues: Is there any place in our galaxy suitable for life beyond Earth? NASA intends to find out, with the hel...
15/10/2025
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({ content_source:......
15/10/2025
Scality, a global leader in cyber-resilient storage software for the AI era, today announced the advancement of its comprehensive AI ecosystem certification pro...
15/10/2025
The Hollywood Professional Association (HPA) today unveiled key highlights of the 2026 HPA Tech Retreat, scheduled for Feb. 15 19 at the Westin Rancho Mirage Go...
15/10/2025
At NAB Show New York 2025 (Stand 244), Interra Systems will showcase the future of media QC, monitoring, and captioning, highlighting its award-winning, AI- and...
15/10/2025
Grass Valley today announced that RMC BFM, part of the CMA-CGM Group and France's third-largest private media group, has chosen Grass Valley's productio...
15/10/2025
Appear, the global leader in live production technology, will demonstrate how its powerful hardware and software innovations are shaping the future of hybrid, s...
15/10/2025
Rakim to Join Berklee's Hip-Hop Hall of Fame at Signature Series Concert The rap icon becomes the latest inductee, following luminaries such as Roxanne Sh...
15/10/2025
Berklee Brings Live Music to the Head of the Charles Student artists will perform on multiple riverfront stages during the 60th anniversary of the world's...
15/10/2025
CobbTV, the government access television channel for Cobb County, Ga. recently acquired an automated playout system from Pebble, a global provider of automation...
15/10/2025
OSLO, Norway Appear, the global leader in live production technology, will demonstrate how its powerful hardware and software innovations are shaping the future...
15/10/2025
NEW YORK The NBA is making major changes to the NBA App and NBA TV as it takes control of them from TNT Sports, which has long managed the league's digital ...
15/10/2025
SAN MATEO, Calif. In what promises to be a major expansion of interactive features and personalized content on the DirecTV platform, the operator and Glance hav...
15/10/2025
SAN JOSE, Calif. Roku has launched changes to its user interface (UI) that the streaming platform says will better showcase original programming on the platform...
15/10/2025
LOS ANGELES Software-defined data storage and data services provider OpenDrives has elevated Alex Dunfey to chief technology officer, responsible for driving th...
15/10/2025
Abu Dhabi, UAE October 15, 2025: Space42 (ADX: SPACE42), the UAE-based AI-powe...
15/10/2025
Sheldon Nichols and Will Trickett to find and prepare more classic cars for budget conscious would-be owners from Wiser Films
UKTV have recommissioned the clas...
15/10/2025
Wednesday 15 October 2025
Nick Cave
JPEG (275 KB)
Explore the creative univer...
15/10/2025
Wednesday 15 October 2025
From breaking up with your partner to quitting your job - new polling shows some messages are just too scary to send
Over a fifth (...
15/10/2025
Rohde & Schwarz unveils compact MXO 3 oscilloscopes with 4 and 8 channels: Advan...
15/10/2025
Back to All News
Revenge Series The Resurrected' Captivates Audiences Across Asia
Entertainment
15 October 2025
GlobalTaiwan
Link copied to clipboard
...
15/10/2025
Back to All News
Bringing the Best in VFX and Virtual Production Together as Eyeline
Jeffrey Shapiro
CEO, Eyeline
Business
15 October 2025
GlobalCanadaInd...
15/10/2025
Deployed by Astound Business Solutions, Harmonic's Primary Distribution Solution Ensures Outstanding Video Quality and Seamless Ad Insertion at the Edge
SA...
15/10/2025
Collaboration extends a trusted relationship as RMC BFM invests in scalable, fut...
15/10/2025
Series coming in 2026 stars Tom Vaughan-Lawlor, Justine Mitchell and Jason O'Mara released today
RT today released first look images of new comedy-drama ...
14/10/2025
SVG Europe Summit 2025: All Sessions Now Available to Watch on SVG PLAYNetworking event that preceded IBC2025 shone a light on elite live sports innovation acro...
14/10/2025
SVG Sit-Down: Author Rich Podolsky on Writing Madden & Summerall: How They Revo...
14/10/2025
SVG All-Stars: Michael Reiners, Coordinating Producer, FloRacingThe Illinois State grad steers a vast schedule of motorsports events at tracks across the countr...
AI agents are poised to deliver as much as $450 billion from revenue gains and cost savings by 2028, according to Capgemini. Developers building these agents are turning to higher-performing reasoning models to improve AI agent platforms and physical AI systems.
