News
Tesla Model 3 ‘refresh’ EPA ratings reveal efficiency improvements over 2019, 2020 variants
The official EPA range and efficiency ratings for Tesla’s Model 3 “refresh” have been posted, and they are quite impressive. Apart from the expected range upgrades listed by Tesla in the vehicle’s online configurator, it appears that the Model 3’s efficiency has also seen some improvements.
As per data from FuelEconomy.gov, The Model 3 Long Range AWD variant really does have a range of 353 miles per charge, a significant boost from its previous 322 miles. The Model 3 Performance received a slight boost, too, from 299 miles to 315 miles of range in a single charge.
InsideEVs broke down the efficiency numbers for the “refreshed” Model 3, which was labeled in FuelEconomy.gov as the 2021 Tesla Model 3. According to the site, the Tesla Model 3 Long Range AWD’s range went up by 9.6% to 353 miles while its energy consumption decreased by about 11%, from 121 MPGe in the 2020 variant to 134 MPGe after the refresh. For additional perspective, the 2021 Model 3 LR AWD’s energy consumption is equivalent to 251 Wh/mi (156 Wh/km).

Tesla improved the range of its 2021 Model 3 Performance by 5.4% to 315 miles when compared to its 2020 counterpart fitted with 20″ Sport wheels. Unlike the Long Range AWD, the Model 3 Performance’s efficiency remained the same after the refresh at 113 MPGe or 298 Wh/mi (185 Wh/km).
The improved range of Tesla’s Model 3 refresh caught the interest of the EV community when news about its release first came out. Many people in the Tesla community wondered and speculated on the changes the company implemented to improve the Model 3’s efficiency. Among them was the addition of a heat pump to the all-electric sedan, which is used in the Model Y to optimize the vehicle’s range and efficiency in cold weather.

Tesla VP of Powertrain and Energy Engineering Drew Baglino confirmed the addition of a heat pump system in the Model 3 refresh during the recent Q3 earnings call.
“I was just going to say, I mean, I think one of the things we focused on with the Model Y and now Model 3 heat pump system was learning how to build a tightly integrated system capable of moving heat to and from anywhere really, powertrain, battery, cabin, the environment, outside ambient temperatures, all the way down to like negative 20 C, so 30 C,” Baglino said, answering a question about Tesla’s HVAC tech applied to home systems.
“I think like the heat — for heat pump in the car, being able to use the batteries both as a thermal and an electric energy reservoir is very significant,” Elon Musk elaborated.
Sandy Munro explained the significance of Tesla’s heat pump during his Model Y teardown. He noted that the heat pump system simplified the car’s climate control structure and provided Tesla a way to maximize the all-electric crossover’s efficiency. This bodes well for the vehicle’s performance in cold weather, possibly allowing the Model Y to maintain more of its estimated range even when operating in frigid temperatures.
Elon Musk
Tesla confirms that work on Dojo 3 has officially resumed
“Now that the AI5 chip design is in good shape, Tesla will restart work on Dojo 3,” Elon Musk wrote in a post on X.
Tesla has restarted work on its Dojo 3 initiative, its in-house AI training supercomputer, now that its AI5 chip design has reached a stable stage.
Tesla CEO Elon Musk confirmed the update in a recent post on X.
Tesla’s Dojo 3 initiative restarted
In a post on X, Musk said that with the AI5 chip design now “in good shape,” Tesla will resume work on Dojo 3. He added that Tesla is hiring engineers interested in working on what he expects will become the highest-volume AI chips in the world.
“Now that the AI5 chip design is in good shape, Tesla will restart work on Dojo3. If you’re interested in working on what will be the highest volume chips in the world, send a note to AI_Chips@Tesla.com with 3 bullet points on the toughest technical problems you’ve solved,” Musk wrote in his post on X.
Musk’s comment followed a series of recent posts outlining Tesla’s broader AI chip roadmap. In another update, he stated that Tesla’s AI4 chip alone would achieve self-driving safety levels well above human drivers, AI5 would make vehicles “almost perfect” while significantly enhancing Optimus, and AI6 would be focused on Optimus and data center applications.
Musk then highlighted that AI7/Dojo 3 will be designed to support space-based AI compute.
Tesla’s AI roadmap
Musk’s latest comments helped resolve some confusion that emerged last year about Project Dojo’s future. At the time, Musk stated on X that Tesla was stepping back from Dojo because it did not make sense to split resources across multiple AI chip architectures.
He suggested that clustering large numbers of Tesla AI5 and AI6 chips for training could effectively serve the same purpose as a dedicated Dojo successor. “In a supercomputer cluster, it would make sense to put many AI5/AI6 chips on a board, whether for inference or training, simply to reduce network cabling complexity & cost by a few orders of magnitude,” Musk wrote at the time.
Musk later reinforced that idea by responding positively to an X post stating that Tesla’s AI6 chip would effectively be the new Dojo. Considering his recent updates on X, however, it appears that Tesla will be using AI7, not AI6, as its dedicated Dojo successor. The CEO did state that Tesla’s AI7, AI8, and AI9 chips will be developed in short, nine-month cycles, so Dojo’s deployment might actually be sooner than expected.
Elon Musk
Elon Musk’s xAI brings 1GW Colossus 2 AI training cluster online
Elon Musk shared his update in a recent post on social media platform X.
xAI has brought its Colossus 2 supercomputer online, making it the first gigawatt-scale AI training cluster in the world, and it’s about to get even bigger in a few months.
Elon Musk shared his update in a recent post on social media platform X.
Colossus 2 goes live
The Colossus 2 supercomputer, together with its predecessor, Colossus 1, are used by xAI to primarily train and refine the company’s Grok large language model. In a post on X, Musk stated that Colossus 2 is already operational, making it the first gigawatt training cluster in the world.
But what’s even more remarkable is that it would be upgraded to 1.5 GW of power in April. Even in its current iteration, however, the Colossus 2 supercomputer already exceeds the peak demand of San Francisco.
Commentary from users of the social media platform highlighted the speed of execution behind the project. Colossus 1 went from site preparation to full operation in 122 days, while Colossus 2 went live by crossing the 1-GW barrier and is targeting a total capacity of roughly 2 GW. This far exceeds the speed of xAI’s primary rivals.
Funding fuels rapid expansion
xAI’s Colossus 2 launch follows xAI’s recently closed, upsized $20 billion Series E funding round, which exceeded its initial $15 billion target. The company said the capital will be used to accelerate infrastructure scaling and AI product development.
The round attracted a broad group of investors, including Valor Equity Partners, Stepstone Group, Fidelity Management & Research Company, Qatar Investment Authority, MGX, and Baron Capital Group. Strategic partners NVIDIA and Cisco also continued their support, helping xAI build what it describes as the world’s largest GPU clusters.
xAI said the funding will accelerate its infrastructure buildout, enable rapid deployment of AI products to billions of users, and support research tied to its mission of understanding the universe. The company noted that its Colossus 1 and 2 systems now represent more than one million H100 GPU equivalents, alongside recent releases including the Grok 4 series, Grok Voice, and Grok Imagine. Training is also already underway for its next flagship model, Grok 5.
Elon Musk
Tesla AI5 chip nears completion, Elon Musk teases 9-month development cadence
The Tesla CEO shared his recent insights in a post on social media platform X.
Tesla’s next-generation AI5 chip is nearly complete, and work on its successor is already underway, as per a recent update from Elon Musk.
The Tesla CEO shared his recent insights in a post on social media platform X.
Musk details AI chip roadmap
In his post, Elon Musk stated that Tesla’s AI5 chip design is “almost done,” while AI6 has already entered early development. Musk added that Tesla plans to continue iterating rapidly, with AI7, AI8, AI9, and future generations targeting a nine-month design cycle.
He also noted that Tesla’s in-house chips could become the highest-volume AI processors in the world. Musk framed his update as a recruiting message, encouraging engineers to join Tesla’s AI and chip development teams.
Tesla community member Herbert Ong highlighted the strategic importance of the timeline, noting that faster chip cycles enable quicker learning, faster iteration, and a compounding advantage in AI and autonomy that becomes increasingly difficult for competitors to close.
AI5 manufacturing takes shape
Musk’s comments align with earlier reporting on AI5’s production plans. In December, it was reported that Samsung is preparing to manufacture Tesla’s AI5 chip, accelerating hiring for experienced engineers to support U.S. production and address complex foundry challenges.
Samsung is one of two suppliers selected for AI5, alongside TSMC. The companies are expected to produce different versions of the AI5 chip, with TSMC reportedly using a 3nm process and Samsung using a 2nm process.
Musk has previously stated that while different foundries translate chip designs into physical silicon in different ways, the goal is for both versions of the Tesla AI5 chip to operate identically. AI5 will succeed Tesla’s current AI4 hardware, formerly known as Hardware 4, and is expected to support the company’s Full Self-Driving system as well as other AI-driven efforts, including Optimus.