Nvidia Shifts Focus to Physical AI at CES 2026
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- Nvidia CES 2026 keynote,led by CEO Jensen Huang,marked a departure for the company as the focus shifted to "Physical AI" or the evolution of AI from digital assistants...
- Named after the pioneering astronomer, the Rubin platform is the successor to the Blackwell architecture.
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Nvidia CES 2026 keynote,led by CEO Jensen Huang,marked a departure for the company as the focus shifted to “Physical AI” or the evolution of AI from digital assistants to machines that can reason and act in the real world.Here are the key takeaways from the event.
Nvidia Provided Details About Vera Rubin
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Nvidia provided more details about Vera Rubin. Named after the pioneering astronomer, the Rubin platform is the successor to the Blackwell architecture. Rubin is Nvidia’s frist “extreme-codesigned” system, where GPUs, CPUs (vera), networking (BlueField-4), and storage are engineered as a single fabric. It is indeed designed to reduce the cost of AI tokens to a tenth of current costs while providing substantially higher throughput per megawatt.
“Rubin arrives at exactly the right moment, as AI computing demand for both training and inference is going through the roof,” said Nvidia CEO Jensen Huang in a statement.
He added, “With our annual cadence of delivering a new generation of AI supercomputers – and extreme codesign across six new chips – Rubin takes a giant leap toward the next frontier of AI.”
Reacting to Rubin,William Blair analyst Sebastien Naji said,”Nvidia highlighted that given the important increase in performance in Vera Rubin,it would take roughly one-fourth the number of gpus [graphics-processing units] to train a model versus Blackwell.”
Autonomous Driving
Nvidia Sees autonomous driving as the next growth driver. While currently that vertical accounts for only about 1% of Nvidia’s revenues,it holds a lot of promise. “We imagine that someday,a billion cars on the road will all be autonomous,” said Huang. He added, “You could either have it be a robotaxi that you’re orchestrating and renting from somebody, or you could own it.”
Nvidia reaffirmed its goal for Level 4 Robotaxi deployments by 2027.The company is positioning its software stack as a “robotaxi-ready” reference architecture, inviting other manufacturers to build on their open-source foundation to compete with closed systems like Tesla’s FSD.
NVIDIA unveiled Alpamayo, a new family of open-source AI models and tools designed to solve the “long-tail” of autonomous driving. Alpamayo 1 is a 10-billion-parameter Vision-language-Action (VLA) model that processes video input and generates driving trajectories, but crucially, it also outputs “chain-of-thought” reasoning, explaining why it chose a specific action.
Such as, if a car encounters a broken traffic light, the model can reason that it
Hunter Biden Examination
An investigation into Hunter Biden, son of President Joe Biden, has focused on his business dealings and potential tax violations, culminating in a federal indictment in June 2023 and a trial that concluded in June 2024 with a guilty verdict on three felony counts.
Background on Hunter Biden’s Business Activities
Hunter biden’s professional life has been marked by involvement in various business ventures, including positions at Burisma Holdings, a Ukrainian energy company, and BHR Equity Investment Fund, a Chinese private equity firm. These associations drew scrutiny during his father’s political career, with critics alleging potential conflicts of interest. Reuters detailed his business dealings in China.
Federal Investigation and Indictment
The federal investigation, led by Special Counsel David Weiss, began in 2018. On September 14, 2023, Hunter Biden was indicted on federal gun charges, accused of making false statements when purchasing a firearm in 2018. the Department of Justice announced the indictment.
In June 2024, Biden was convicted on all three felony counts: making false statements in a firearms transaction, conspiring to make false statements, and possessing a firearm while being an unlawful user of or addicted to a controlled substance.NBC News reported on the verdict.
tax Charges and Resolution
Alongside the gun charges, the investigation also examined Hunter Biden’s tax affairs. He faced accusations of failing to pay taxes on over $1.4 million in income between 2016 and 2019. These charges were part of the same case as the gun charges. CNN provided live coverage of the trial, including details on the tax allegations.
Following the conviction on the gun charges, the tax charges were resolved through a plea deal. Biden was sentenced to probation on the tax charges. The New York Times reported on the sentencing.
Political Implications
The investigation and subsequent legal proceedings have been highly politicized, with Republicans alleging wrongdoing by President Biden and Democrats dismissing the charges as politically motivated. The House Oversight Committee, led by Representative James Comer, has been conducting its own investigation into the biden family’s business dealings. The House Oversight Committee website details their investigation.
Current Status (as of January 9, 2026)
As of January 9, 2026, Hunter Biden is appealing his conviction on the gun charges. The appeal argues that the law used to convict him is unconstitutional.