Many critics of DeepSeek have pointed to apparent censorship by the model when it comes to sensitive topics. For example, when asked about the 1989 Tiananmen Square massacre, DeepSeek's AI assistant app responds with: "Sorry, that's beyond my current scope. Let's talk about something else."

"There's two countries in the world that can build this at scale," Lehane told CNBC's Arjun Kharpal on the sidelines of the Paris AI summit Monday. "Imagine if there were only two countries in the world that could build electricity at scale. That's sort of how you have to think about it."

"For us, what DeepSeek really reinforces and reaffirms is that there is this very real competition with very real stakes," Lehane added.

!summarize #aaronrodgers #nyjets #nfl

That led experts to question the prevailing wisdom in the West of the last several years, which is that China is behind the U.S. on AI development because of export restrictions that make it harder for firms in the country to get their hands on more advanced Nvidia graphics processing units, or GPUs.

GPUs are necessary for training and running AI applications because they excel at parallel processing, meaning they can perform multiple calculations simultaneously.

Reid Hoffman, a co-founder of LinkedIn and partner at the venture capital firm Greylock Partners, told CNBC Monday that DeepSeek's new model is "a big deal in showing that the game is on."

The Jevons Paradox is when making something work better actually leads to using more of it, not less. Imagine you have a really fast bike that makes you use less energy to speed up. Because it’s so good, you want to bike everywhere, even more than before. Now, even though your bike is better at saving energy, you end up using it so much that you may use even more energy overall. The same thing happens with other resources like coal, water, or electricity. The Jevons Paradox happens because when things get easier or cheaper to use, we usually start using them more, which can cancel out the benefits of them being more efficient in the first place.

Here’s another way to think about it: Let’s say you have a super-efficient light bulb that uses very little electricity. You might think, “Since this bulb uses so little energy, I can keep more lights on without worry!” Suddenly, you’re using more light than before, which could end up using more electricity overall, even though each bulb is using less. This is the basic idea behind the Jevons Paradox—it shows how we can’t just rely on making things more efficient to use less of something.

"I think the short answer everyone should take is: game on — but large models still really matter," he added.

Victor Riparbelli, CEO of AI video platform Synthesia, told CNBC that although DeepSeek challenged the "paradigm that brute force scaling is the only way to kind of build better and better models," the idea that companies are going to suddenly shift significant amounts of their AI workloads is misguided.

"I still think that when you look at users of these technologies, all the workflows, I think when we look back in three months' time, I think 0.01% of those is going to be moved to Deepseek from OpenAI and Anthropic," Riparbelli said.

Meteorologists said several states would experience the 10th and coldest polar vortex event this season. Weather forces in the Arctic are combining to push the chilly air that usually stays near the North Pole into the U.S. and Europe.

In Kentucky, Gov. Andy Beshear said Sunday that the death toll rose to nine.

"I am sad to share some more tough news tonight, Kentucky. We just confirmed another weather-related death out of Pike County, bringing our total loss to 9 people."

For example, the company says ChatGPT should assert that “Black lives matter,” but also that “all lives matter.” Instead of refusing to answer or picking a side on political issues, OpenAI says it wants ChatGPT to affirm its “love for humanity” generally, then offer context about each movement.

“This principle may be controversial, as it means the assistant may remain neutral on topics some consider morally wrong or offensive,” OpenAI says in the spec. “However, the goal of an AI assistant is to assist humanity, not to shape it.”

Trump’s closest Silicon Valley confidants — including David Sacks, Marc Andreessen, and Elon Musk — have all accused OpenAI of engaging in deliberate AI censorship over the last several months. We wrote in December that Trump’s crew was setting the stage for AI censorship to be a next culture war issue within Silicon Valley.

Of course, OpenAI doesn’t say it engaged in “censorship,” as Trump’s advisers claim. Rather, the company’s CEO, Sam Altman, previously claimed in a post on X that ChatGPT’s bias was an unfortunate “shortcoming” that the company was working to fix, though he noted it would take some time.

Counteracting these problems was the availability of iron which was significant relative to the copper and tin supplies needed to manufacture bronze. Greece had to import both copper and tin from Cyprus and the Levant, while iron was available in the islands, Southern Peloponnese, Central Greece, and Macedonia. Manufacturing iron removed the dependence on materials from overseas and gave the Greeks the freedom to control their own supply of weapons and other metal objects.

Altman made that comment just after a viral tweet circulated in which ChatGPT refused to write a poem praising Trump, though it would perform the action for Joe Biden. Many conservatives pointed to this as an example of AI censorship.

While it’s impossible to say whether OpenAI was truly suppressing certain points of view, it’s a sheer fact that AI chatbots lean left across the board.

Even Elon Musk admits xAI’s chatbot is often more politically correct than he’d like. It’s not because Grok was “programmed to be woke” but more likely a reality of training AI on the open internet.

One of the most pressing issues in the film industry is piracy. Many users turn to illegal sources simply because a movie is unavailable in their country. Jipa argues that Olyn’s global reach can help combat this issue, because if someone can pay for a movie and watch it instantly, they’re much more likely to do so.

Olyn’s foray into film streaming came about partly when entrepreneur and filmmaker Wood joined as a co-founder of the platform, which initially launched as a way to catalog physical assets. Wood launched his own film, “The Last Glaciers,” on the platform.

“With Olyn, a filmmaker can still sell their rights to the U.S. market and use that to pre-fund the film, but then also capitalize on going direct-to-consumer in, say, Asia,” said Wood.

But could the platform be used by the adult film industry to distribute pornography?

Jipa acknowledged the challenge: “Right now, this is not the tone we want to set, and it would be easy to attract that category,” she said. “At the beginning, we are setting the tone by ensuring that the films featured on Olyn are high quality.”

DeepSeek did not immediately respond to requests for comment.

The agency said DeepSeek recently appointed a local representative in South Korea and acknowledged that it was not familiar with South Korea’s privacy laws when it launched its service. The Chinese company also said last Friday that it would collaborate closely with Korean authorities.

Earlier this month, South Korea’s Ministry of Trade, Industry and Energy, police, and a state-run company, Korea Hydro & Nuclear Power, temporarily blocked access to the Chinese AI startup on official devices citing security concerns.

At the time, Google said it was “fighting for an agreement that avoids passing along additional costs and offers [subscribers] more flexibility in how you watch your favorite sports and shows.” (Pay TV providers have reportedly been fighting for more flexible ways to bundle channels, particularly at the basic tiers of their services.)

Meanwhile, Paramount co-CEOs George Cheeks, Chris McCarthy, and Brian Robbins sent employees an internal memo describing Google as “unwilling to agree to reasonable terms consistent with the market, choosing to jeopardize the entertainment experience at the expense of consumers.”

!summarize #Jordanpeterson #global #elite

!summarize #unitedstates #russia #ukraine #war #peacetalks

Elsewhere, the EU recently signed an $11 billion deal to create a sovereign satellite constellation to rival Elon Musk’s Starlink.

So OpenEuroLLM is certainly on-brand.

However, the stated budget just for building the models themselves is €37.4 million, with roughly €20 million coming from the EU’s Digital Europe Programme — a drop in the ocean compared to what the giants of the corporate AI world are investing. The actual budget is more when you factor in funding allocated for tangential and related work, and arguably the biggest expense is compute. The OpenEuroLLM project’s partners include EuroHPC supercomputer centers in Spain, Italy, Finland, and the Netherlands — and the broader EuroHPC project has a budget of around €7 billion.

!summarize #nyknicks #nba #basketball

!summarize #trump #thefed

“With respect to DeepSeek, we actually know very little about what exactly went into building it,” Peter Sarlin, who is technical co-lead on the OpenEuroLLM project, told TechCrunch.

Regardless, Sarlin reckons OpenEuroLLM will have access to sufficient funding, as it’s mostly to cover people. Indeed, a large chunk of the costs of building AI systems is compute, and that should mostly be covered through its partnership with the EuroHPC centers.

In the economic arena, Solon encouraged fathers to find professions for their sons. Foreign tradesmen were given incentives to settle in Athens in order to stimulate trade. Cultivation of olives was encouraged, but export of other foodstuffs prohibited. Weights and standards were improved to make Athenian goods more competitive.

These reforms pleased no one and everyone causing Solon to characterize himself as “a wolf turning around among many dogs”. His work done, he resigned the Archonship and left Athens for ten years. Unfortunately his reforms were too moderate to create permanent stability and the rivalry continued among the aristocratic families.

!summarize #time #psychics #entropy #information #maxwellsdemon

Dr. Fauvelle did acknowledge criticism in the direction of his discourse surrounding the dangers of international travel. Traders would not have carried that much cash on them. In the two aforementioned societies, however, their form of currency was a commodity that eventually became financial money.

His trade theory differs from conventional approaches but avoids the “myth of barter.” Most studies have more or less ruled out the idea that a purely barter-based society existed.

The California shell bead money and bronze ingots demonstrate that a unified form of currency circulated outside a group. Furthermore, the shell beads became increasingly socially significant as they appeared in rituals, presenting another meaning to money.

Trittys are groups of three Demes so each tribe consisted of nine Demes.

He also took Solon’s council of 400 and made it a council of 500 containing fifty representatives from each of the ten tribes. Members were chosen by lot making it the most democratic body possible.

These two great innovations created the political stability that would propel Athens forward for two hundred and fifty years. The new organization was a “democracy” because it gave direct power to the people through the assembly, and that power was greater than that held by the aristocratic families.

The first ultra-hard diamond, lonsdaleite, was discovered in the Canyon Diablo meteorite in Arizona in 1967. While scientists have since found it challenging to recreate the same artificially, the Chinese research team has come up with a method to synthesize nearly pure, well-crystallized hexagonal diamonds from graphite, the South China Morning Post reported.

The study states that the synthetic diamond is of high quality and possesses excellent physical properties. It is 40% harder than natural diamonds and has greater thermal stability than nanodiamonds, which are smaller than 100 nanometers.

The authors further explain that the hexagonal diamond’s excellent thermal stability and ultra-high hardness suggest its great potential for industrial applications. They also noted that their findings provide valuable insights into the graphite-to-diamond conversion under elevated pressure and temperature, opening up opportunities for the fabrication and use of this unique material.

US researchers previously created hexagonal diamonds
The is not the first time the diamond has been developed in the lab. In 2021, a group of US researchers reported creating hexagonal diamonds large enough to measure their stiffness using sound waves.

MenteeBot V3.0 can walk up to 1.5 meters per second and is 175 cm tall. With a lifting capacity of up to 55 pounds (25 kilograms), it is a powerful tool. The redesigned hands provide improved control over items, a more firm hold, and resistance to impacts.

The firm claims that with its hot-swappable battery system, the robot can operate continuously for more than three hours without any disruptions. In challenging environments, this capability guarantees round-the-clock functionality.

At its core, MenteeBot V3.0 is powered by dual Jetson Orin AGX processors, enabling advanced AI capabilities and real-time decision-making. This combination of power, intelligence, and durability makes it a highly capable humanoid robot for various tasks.

It will also reach five major continents – making it the world’s longest subsea cable project using the highest-capacity technology available.

Meta says that Project Waterworth will bring top-notch connectivity to the United States, India, Brazil, South Africa, and other important regions.

“This project will enable greater economic cooperation, facilitate digital inclusion, and open opportunities for technological development in these regions,” the blog states.

It goes on to mention that it will help to accelerate, for example, the digital economy plans of India.

The company has been involved in developing over 20 subsea cables in the past decade. Meta also states that it has also succeeded in multiple deployments of subsea cables of 24 fiber pairs – compared to the typical 8 to 16 fiber pairs of other new systems.

Men want a better life. Far too often a promotion at work is a demotion in life. The promotion is usually an increase in exploitation far beyond the increase in fortune for a company that will use you up, burn you out, and throw you away at any time for any reason (including no reason) without warning at the drop of a hat. In terms of their lives, the promoted person often loses more than they gain. The paycheck gain isn't worth the life lost.

Bohannan dates the beginning of factory industrialism to the time of the invention of the steam engine, circa 1760. To him, the steam engine set the stage for modern mass production. My position is that the capitalism of antiquity started the dislocation of the kinship unit long before factory industrialization became a reality.

Capitalism is a economic system in which investment in and ownership of the means of production, distribution, and exchange of wealth is made and maintained chiefly by private individuals or corporations, as contrasted to cooperatively or state-owned means of wealth.

This strategic move aligns with the broader industry trend of vertical integration, where companies seek to control key aspects of the supply chain, from raw material extraction to finished product manufacturing.

BYD advances solid-state battery technology
In a separate development, BYD has achieved significant progress in solid-state battery technology.

At the China All-Solid-State Battery Innovation and Development Summit Forum, Sun Huajun, Chief Technology Officer of Shenzhen BYD Lithium Battery, revealed that the company has successfully produced 60Ah all-solid-state batteries from its pilot production line.

BYD plans to begin mass demonstrations and installations of solid-state batteries around 2027, with large-scale commercialization expected after 2030.

Solid-state batteries offer significant advantages over conventional lithium-ion batteries in terms of energy density, safety, and longevity. They are expected to increase the efficiency and adoption of EVs.

Fast forward to the present, where the industrial society is in full bloom. Are we now seeing the final destruction of the family unit because both husband and wife have to work to provide for themselves and their children? Without kin available as substitute caregivers, children are being outsourced to day care and sports coaches, who act as parental surrogates, while the nuclear family disintegrates.

We began this post by describing how mankind organized himself in groups because it saw the advantages of doing so. Was this purely out of necessity or are we inherently social beings as some suggest? Social networking is highly criticized today as being “against human behavior” because communications are not face to face. Perhaps we are adapting to a new kind of kinship with its own benefits – the kind that breaks the boundaries of geography.

There were two main drivers for the differentiation of the lower classes: demand for goods and services by the wealthy and demand for community-wide specialized skills resulting from growth of the population. The wealthy were interested in the goods required to support the prestige of their position – fancy clothing, exotic foods, jewelry, perfume, transportation, and tutors for their children. They also had idle time which needed to be filled by social events, travel, or sport.

The Nobility was a sub-class consisting of those individuals who were able to climb above the rest of the middle class. One might call this group “new money” describing a recent status change as opposed to the “old money” of the permanently wealthy. The nobility included those who were either intelligent or resourceful enough to rise to a position of authority or wealth. During the period of the Roman Republic, the Knights (Equites) were the nobility class. Originally cavalry men who were wealthy enough to buy horses and equipment, the knights later took the role of businessmen, working at professions deemed inferior by the patricians, but necessary to them. Cicero was a classic example. Raised as a pleb, he so impressed the elites by his legal skill and oratory, he was elevated to the nobility.

In the history of human society slavery has two types - intra-tribal and extra-tribal. Intra-tribal slavery occurs when members of a community lose their status and fall into a subservient position. An example would be someone who cannot repay his debts or commits a serious crime. Extra-tribal slavery occurs when one group is defeated in war by another and is absorbed into the victor’s population.

Often, the existence of a slave class has an adverse effect on the society. As unpaid laborers, the slaves contribute to high productivity, but they also displace the lower classes from the job market. During the Roman Republic, the accumulation of wealth among a few patricians and their use of slave labor to work their estates led to the death of the small farm and the unemployment of the small farmer. Eventually, there was an exodus of displaced persons to Rome where they became restless urban poor.

!summarize #dating #bar #relationships #men #women

UK students crush world record by levitating soap bubble for 84 minutes
The students let the bubble float mid air for a full 84 minutes before they popped it themselves.

Two third-year university students may have just claimed the world record for the longest-lasting soap bubble, after creating one on their own as part of an extracurricular school project and keeping it in the air for an incredible hour and 24 minutes.

England’s University of Exeter physics juniors Boden Duffy and Joe Nightingale put their bubble to the ultimate test on February 10, and made their bid for a Guinness Book of Record in their soundproof lab on campus.

For the bubbles, the duo utilized an acoustic levitation machine – a specialized instrument designed to suspend objects mid-air using sound waves by creating acoustic radiation pressure.

Acoustic levitation – which works both in normal and reduced gravity – is a phenomenon that uses the power of sound waves to make solids, liquids, and heavy gases float.

Standing at no more than a few millimeters wide, the water-and-soap droplets were flattened into a thin disk and curled into a bubble within a split second.

The team caught the rapid process – showing one device shaping the bubble as another one was keeping it levitated – with a high-speed camera capable of recording motion with exposures shorter than 1/1,000 of a second.

China’s DeepSeek has made innovations in the cost of AI and innovations like mixture of experts (MoE) and fine-grain expert segmentation which significantly improve efficiency in large language models. The DeepSeek model activates only about 37 billion parameters out of its total 600+ billion parameters during inference, compared to models like Llama that activate all parameter. This results in dramatically reduced compute costs for both training and inference.

Others have been using mixture of experts (MoE) but DeepSeek R1 aggressively scaled to the number of experts within the model.

A White House official told Reuters on Friday that President Trump’s administration might not support Intel’s US chip factories being operated by a foreign entity after Bloomberg reported that TSMC was considering taking a controlling stake in Intel’s factories at Trump’s request.

The White House official said the Trump administration supported foreign companies investing and building in the US but was “unlikely” to support a foreign firm operating Intel’s factories.

Bloomberg reported that Trump’s team raised the idea of a deal between the two firms in recent meetings with officials from TSMC who were receptive, citing a person familiar with the matter.

Former Intel CEO Pat Gelsinger, who was ousted last year, set sky-high expectations for Intel’s manufacturing and AI capabilities among major clients but fell short, leading to the chipmaker losing or canceling contracts, Reuters reported previously.

Intel’s shares lost about 60% of their value last year as its capital-intensive bid to bolster manufacturing – a strategy championed by Gelsinger – strained the company’s cash flow and ultimately led to it cutting about 15% of its workforce

Among the notable areas of Chinese excellence is defense and space-related tech. These are the seven categories in which the U.S. leads China in the tracker:

High-performance computing
Advanced integrated circuit design and fabrication
Natural language processing (including speech and text recognition and analysis)
Quantum computing
Vaccines and medical countermeasures
Small satellites
Space launch systems
"Western democracies are losing the global technological competition, including the race for scientific and research breakthroughs, and the ability to retain global talent — crucial ingredients that underpin the development and control of the world's most important technologies, including those that don't yet exist," according to the report.

"Australia is in the top five for nine technologies, followed closely by Italy (seven technologies), Iran (six), Japan (four) and Canada (four). Russia, Singapore, Saudi Arabia, France, Malaysia and the Netherlands are in the top five for one or two technologies. A number of other countries, including Spain and Turkey, regularly make the top 10 countries but aren't in the top five."

Russia's Lavrov: Can Be 'No Thought of' Territorial Concessions to Ukraine

Russian Foreign Minister Sergei Lavrov said Monday there could be "no thought of" Russian territorial concessions to Ukraine at future peace talks.

Russia in September 2022 declared that it had annexed the Ukrainian regions of Donetsk, Luhansk, Kherson, and Zaporizhzhia, an assertion Ukraine and many Western countries rejected as absurd and illegal.

The AI inference price improvements have been consistent but the surprise from Deepseek is that this latest push was not by OpenAI or Meta.

Google Gemini Flash 2.0 is lower cost per million tokens and gives faster answers than Deepseek.
OpenAI o3-mini has competitive pricing. It higher on input but output is twice as expensive.

Those who are building AI data centers and training models know that AI will continue to get much better and cheaper. The expectation is the demand for really good AI will increase despite cost improvements. There is energy efficiency and design choices that Deepseek has highlighted. They optimized coding by directly accessing the hardware of Nvidia GPUs. There are many companies exploring FPGA hardware encoding of logic.

A Delta Air Lines regional jet appeared overturned after crashing upon landing at Toronto Pearson International Airport Monday afternoon. At least nine people were injured, an official said.

All passengers and crew were accounted for, the airport said, adding emergency crews were responding at the scene and flights to the airport were halted.

Delta Air Lines Flight 4819 originated in Minneapolis and landed in Toronto.

We need to let the Spartans rest for a while and move on to other things, namely a discussion of socio-economic class in the history of human society. A pioneer in studying the subject was Gunnar Landtman, the first modern sociological anthropologist. Landtman was Finnish (1878-1940) and he is best known for his study of the cultural behavior of the Papuan tribes of the Pacific. This, and other research he performed, became the basis for one of his best known works, The Origin of the Inequality of the Social Classes.

Landtman starts with the notion of equality as a measure of human society. What is equality? We know that people are not physically or mentally equal, so how can they be equal in society? We can create laws that apply to everyone, but still some will be find an advantage or disadvantage in those laws. In America, we like to think we have equal opportunity, which is a practical form of equality, but even here we must admit that opportunities are only equal for those with equal capabilities and an equal starting point.

But Bregman is a far superior defensive third baseman than Devers.

Last year, Devers finished -9 defensive runs saved and a -2.6 WAR on defense, according to Fangraphs, while Bregman had six defensive runs saved and a defensive WAR of 8.1.

Potentially further complicating matters for Boston is the fact top prospects Kristian Campbell and Marcelo Mayer are on the way and may need spots in the infield soon.

Devers is entering just the second season of a 10-year, $313.5 million contract he signed prior to 2024 and said Monday his defensive future was discussed at the time.

Toynbee considers both versions suspect because they each appear to support rival power factions in the evolving Spartan political system – the kings and the Ephorate. The kings would have advanced the Pythia story because that would create a link between Spartan royalty and the gods. The Ephors would have supported the story of Cretan origins because the Cretan system had a similar office.

Fed Governor Bowman says more progress on inflation is needed before further rate cuts
The Fed official called for more progress on inflation before the central bank engages in further interest rate cuts.

Federal Reserve Governor Michelle Bowman said on Monday that while monetary policy "is now in a good place," she wants to see data reflect more progress on inflation before cutting interest rates further.

"I would like to gain greater confidence that progress in lowering inflation will continue as we consider making further adjustments to the target range," Bowman said in a speech at the American Bankers Association.

Hegseth — one of Trump’s more controversial cabinet picks — was confirmed as secretary of defense in January.

Opponents argued that his prior experience – which included serving as a Fox News contributor but no government work – left him ill-equipped to run the nation’s military.

He also was facing allegations of sexual misconduct, claims of alcohol problems, accusations that several of his tattoos were coded white supremacy messages and alleged financial mismanagement of the veterans groups he oversaw.

But supporters cited his years of service in both the Army and as a veterans’ advocate in arguing for his confirmation.

They characterized the allegations against him as an organized effort by establishment Democrats to derail his appointment.

NY Giants rumors are heating up as the 2025 NFL Draft is just over 2 months away. Giants trade rumors are buzzing as reports are coming out from NFL insiders that the Giants will look to trade up to the #1 pick in the NFL Draft with the Titans. ESPN recently put out an article highlighting what the cost of the trade would be and how likely the Titans are to move the pick. New York Giants Now by Chat Sports host Marshall Green shares his thoughts on the latest Giants news and rumors in this NFL Draft video!

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Elon Musk Teases Grok 3 Launch

Elon Musk recently stirred excitement on social media by teasing the release of Grok 3, an AI model that he claims to be the "smartest AI on Earth." The highly anticipated demo is scheduled for Monday night, prompting a flurry of attention with around 47 million impressions on Musk's post and counting. This ambitious assertion raises the stakes considerably; the AI community will be watching closely to see if Grok 3 lives up to its hype.

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In a parallel development, Musk's own AI venture, X.AI, is also making headlines by discussing a staggering $1 billion raise at a $75 billion valuation. Just a few years ago, before its formation, the company was purely a conceptual ambition. Such rapid growth in valuation emphasizes the speed at which the AI landscape is evolving.

Tesla's Strides in Autonomy

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Despite perceptions of Tesla as merely a car manufacturer, discussions among Tesla employees reveal substantial progress in the realm of autonomy. They claim that fully autonomous driving is nearly within reach, highlighting ongoing developments in Texas with their engineering fleet. The anticipated ability to simply enter a destination without having to touch the wheel or pedals is being framed as a near future reality. This momentum positions Tesla uniquely in the automotive industry, as it continues to emphasize its commitment to redefining how cars operate.

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Moreover, the notion that autonomous driving is merely a feature any car company could replicate is challenged by Tesla's innovative trajectory. Should Grok 3 demonstrate superiority in language processing, it could serve as a stark reminder of how quickly Musk's ventures can ascend to dominant positions within their respective fields.

Financial Growth in Tesla

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The financial health of Tesla is noteworthy, especially as comparisons are drawn with traditional automotive players struggling in the market. Since 2007, Tesla's cash and investments have ballooned from roughly $3 billion to an impressive $36.5 billion, a tenfold increase in under a decade. This financial fortitude highlights Tesla's continuous efforts to nurture its data acquisition capabilities while pursuing ambitious investments.

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Contrasting this success story, companies like Volkswagen and General Motors (GM) are floundering. Reports indicate that Volkswagen managed to sell only nine of its fully electric ID.7 in January in China, leading to questions about its viability in such a saturated market. GM, meanwhile, is facing a steep decline in its joint venture revenue, which has plummeted from a peak of $55 billion in 2018 to about $20 billion.

Media Response and Political Climate

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On the political front, Musk has recently attracted significant criticism. As societal tensions surface and political figures like Donald Trump navigate their narratives, Musk’s rising influence has placed him in the crosshairs of controversy. Protests and strategic media campaigns accusing Musk of wrongdoing have emerged, highlighting the pearls of concern surrounding his activism aimed at government transparency and efficiency.

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Legacy media has been criticized for its portrayal of Musk, casting him as a threatening figure to traditional structures. In a twist of irony, past sentiments regarding accountability and waste in government spending have shifted dramatically over time. Observers note that the same factions who championed resourcefulness under previous administrations have turned against Musk, demonstrating a stark contrast in values.

The Evolving Role of Media

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The evolving media landscape reflects deep divisions in how news is consumed. A recent discussion noted that the left-leaning media machine has resorted to extreme tactics in a bid to maintain relevance. This desperation has become more pronounced as viewership dwindles. The once-popular consensus around budget reform and accountability especially regarding taxpayer funding has morphed into a narrative that casts Musk in a new light.

Investigative findings reveal potential motivations behind disparaging reports linking Musk with social engineering, raising eyebrows about the complex interplay between media funding and reporting.

Concluding Thoughts

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As Grok 3 prepares for its unveiling, the conversations surrounding Elon Musk's various ventures seem increasingly intertwined with broader societal, financial, and political issues. The trajectory of Tesla, X.AI, and Musk's ongoing controversies suggest a rapidly shifting landscape where innovation, accountability, and public perception intersect. How Musk and his companies navigate these challenges in the coming months will likely influence the narratives shaping the future of technology and media.

Last month, DeepSeek shocked global markets with a technical paper saying that one of its new AI models was created with a total training cost of less than $6 million — far less than the billions upon billions of dollars being spent by Big Tech players and Western AI labs such as OpenAI and Anthropic.

Chris Lehane, chief global affairs officer at OpenAI, told CNBC that DeepSeek's advanced, low-cost model confirms there is a "very real competition between U.S.-led, small D democratic AI and CCP [Chinese Communist Party] China-led autocratic, authoritarian AI."

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The Rapid Decline of Legacy Automakers

In recent months, the automotive industry has witnessed unsettling changes, particularly among legacy automakers. Observers note that these companies, once pillars of the automotive market, are now crumbling under the pressure of evolving markets and new technologies. The situation, however, is not being reported accurately by major media outlets, which tend to downplay the severity of the crisis.

The State of General Motors

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General Motors (GM), a company that has long been a household name in the automotive world, is now facing significant challenges, especially in China. Reports have surfaced that GM is in the process of closing a plant in Shenyang, a decision attributed to the company’s restructuring efforts in response to declining sales. This plant, which produced Buick GL8 minivans and Chevrolet Tracker SUVs, has been part of a broader trend where GM has struggled financially in one of the world's largest auto markets.

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Last year, GM not only reported considerable losses in China but also faced substantial restructuring costs. Although the company still posted positive equity income before restructuring charges, a strategic realignment appears necessary. Observers argue that this move represents the tip of the iceberg in a deeper crisis facing not just GM but a whole group of long-standing industry players.

The Pressure from Competitors

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As domestic Chinese manufacturers solidify their positions, legacy automakers like GM, Nissan, and others have found themselves losing market share. While these companies have traditionally relied on their substantial assets and production capabilities, the reality is changing quickly. Competitors backed by government subsidies in China are outperforming these legacy brands, which have become complacent over the years.

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There’s a peculiar irony in GM’s stance: despite the long-standing assumption that their manufacturing capabilities made them untouchable, the inability to innovate quickly and adapt to consumer preferences—combined with the aggressive strategies of local competitors—has left them vulnerable. The narrative promoted by some company executives that competitors flourished solely due to subsidies neglects the larger picture of ineffective leadership and strategic decisions.

The Future of GM and the Electric Vehicle Market

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General Motors is now repositioning itself to focus on a limited range of vehicles, primarily Cadillac and Buick, as they attempt to carve out a niche in a competitive marketplace. However, this approach raises questions about the company’s long-term viability, especially when brands like Buick are not seen as premium choices by Chinese consumers. Instead, these labels are often viewed as standard options—a contrast to the desired premium models that can command significant market presence.

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The challenges aren’t limited to GM alone. The automotive landscape is shifting prominently towards electric vehicles, and many legacy automakers have been slow to adapt their business models accordingly. The irony is further compounded by GM’s former president recently being appointed to lead Exxon Mobil, indicating a potential shift back towards fossil fuels rather than the fully electric future many had hoped for.

Conclusion: A Gravy Train Running Dry

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The automotive industry stands at a crossroads where legacy companies must confront the mounting evidence of their decline. With ongoing plant closures and dwindling market share, the days of easy profits seem to be over. For many in the industry, especially those who have been invested in long-standing brands, the question remains: can these companies pivot in time to reclaim their esteemed positions in a rapidly evolving market?

Legacy automakers must either innovate vigorously and adapt to the new dynamics of consumer demands or risk becoming obsolete. As the landscape continues to shift, only time will tell whether these giants can adjust their sails to ride the winds of change or if they will continue to slip into obscurity.

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Major Developments in Solid State Batteries from China

The electric vehicle (EV) market is on the verge of a revolutionary shift as emphasized by recent reports from China regarding solid state batteries. According to these developments, BYD, one of the world's largest battery producers, is set to lead the charge with the anticipated rollout of solid state battery technology in mass production around 2027. This news comes from a credible source, the Chief Technical Officer of BYD, shattering previous skepticism surrounding the viability of solid state batteries expressed by some competing automakers.

BYD’s Path to Solid State Batteries

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At a conference addressing the future of solid state battery technology, BYD’s CTO, Sonal Yun, confirmed that the company has begun pilot production of 60 amp hour solid state batteries as recently as 2024. Following this initial phase, BYD aims to initiate mass demonstration and installation of these innovative batteries by 2027. Furthermore, large-scale production is expected to ramp up around 2030.

Industry Impact and Consumer Choices

The implications of this technological advancement could reshape consumer options significantly as solid state batteries promise to offer higher energy densities and improved range compared to current lithium-ion batteries. The efficiency of electric vehicles could see a leap forward, making fossil fuel-powered vehicles less attractive.

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Analysts and experts predict that battery prices are continuing to decline, with some forecasting that liquid state and solid state batteries may reach comparable price points by 2030. BYD is projecting that their electric vehicles will remain competitively priced even with the integration of solid state batteries, seemingly differentiating options for consumers who desire longer ranges in their vehicles.

Divergent Opinions Within the Industry

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Despite optimistic projections from BYD's engineers, the timeline for mass production still bears uncertainty. While some within the company believe that production could feasibly commence as early as 2027, others advocate for a more cautious approach, suggesting that a 2030 timeline is more realistic. This divergence hints at the complexities involved in battery production and the various factors, including cost and material availability, that must be managed.

Role of Artificial Intelligence in Next-Gen Battery R&D

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A significant factor driving advancements in battery technology is the role of artificial intelligence (AI) in research and development. Experts claim that AI can enhance the efficiency of battery R&D, potentially reducing costs by up to 80%. This predicts a future where batteries could be manufactured at prices unseen before, further accelerating the shift towards electric vehicles.

Competitive Landscape and Global Implications

The rush to develop solid state batteries is not limited to China, as companies globally (including American firms like QuantumScape and South Korean giant Samsung SDI) are racing to catch up. The competitive landscape is critical, with Chinese companies stepping up collaborations to establish dominance in this key technology field.

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Such advancements could result in a projected monopoly on the battery market for leading Chinese firms if they successfully beat out global competitors. However, the international competition remains formidable; firms such as Samsung are already testing solid state batteries on the roads, indicating that the race for supremacy in battery technology is far from over.

Conclusion: An Electrifying Future Ahead

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As this battery revolution begins to take shape, the automotive industry stands on the edge of profound change. With solid state batteries offering options of enhanced range and reduced charging times, consumers may soon face a pivotal choice between traditional combustion engines and advanced electric vehicles. The next few years are poised to be critical as we witness the emergence of solid state technology, propelled by strong players like BYD and their emphasis on affordability and performance.

In summary, if predictions hold true, the EV landscape by 2030 could be dramatically transformed, favoring electric vehicles and solid state technologies, shifting consumer preferences and redefining transportation norms in drastic new directions.

On Wednesday, OpenAI announced an update to its Model Spec, a 187-page document that lays out how the company trains AI models to behave. In it, OpenAI unveiled a new guiding principle: Do not lie, either by making untrue statements or by omitting important context.

In a new section called “Seek the truth together,” OpenAI says it wants ChatGPT to not take an editorial stance, even if some users find that morally wrong or offensive. That means ChatGPT will offer multiple perspectives on controversial subjects, all in an effort to be neutral.

Mistral Saba is a relatively small model with 24 billion parameters. As a reminder, fewer parameters generally leads to better performance with lower latency. But more parameters usually means smarter answers, even though it’s not a linear correlation.

Mistral Saba is comparable in size to Mistral Small 3, its general purpose small model. But, according to Mistral’s own tests, Mistral Saba performs much better than Mistral Small 3 when handling Arabic content.

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The Upcoming Tesla Models: What to Expect

In the ever-evolving landscape of electric vehicles (EVs), Tesla continues to stir up excitement with its announcements of new models. Recent insights reveal that Tesla may be preparing to release two new vehicles that can reshape their current lineup. Among the buzz is a potential hatchback version related to the Model 3 and a smaller SUV that may be dubbed the "Model Q." Let’s delve into the details of these emerging models and what they could mean for Tesla and its buyers.

Prospective Model Details

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Recent photographs, reportedly taken near Tesla's Gigafactory in Austin, Texas, show a heavily camouflaged vehicle, igniting speculation amongst enthusiasts and experts alike. This model appears to share design elements with the Model Y, but on a smaller scale, suggesting it may serve as an alternative for those seeking a more compact SUV option. This new model is believed to be in development for over a year and could provide competition to vehicles like the Chevrolet Equinox or the BYD Yuan.

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Industry discussions speculate that Tesla could potentially release three distinct sizes of the Model Y: the existing model, a seven-seat variant due by year-end, and this smaller iteration. Furthermore, the company seems poised to expand its offerings with the so-called “Model 2,” a hatchback variant that some believe will attract different segments of the market.

Launch Timeline and Market Strategy

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Tesla's quarterly earnings calls have suggested that these new vehicles are well under development and are set to be unveiled by the middle of 2025. With only a few months until the first half of the year ends, anticipation is mounting. Industry analysts note that Tesla has confirmed preparations for more affordable models, which could help the brand regain market share that it has observed dwindling amid rising competition and shifting consumer preferences.

The significance of these new models lies not only in their potential sales impact but also in Tesla's strategy to maintain its leadership position in the EV market. With competition heating up, Tesla aims to offer more attractive, budget-friendly options to draw in a broader customer base.

The Impact of Competition

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In a landscape where options are proliferating, particularly in regions like China, consumers have a wealth of choices. Established automakers are revamping their strategies to capture the growing demand for EVs as evidenced by numerous entries into the market. Even with this increasing competition, Tesla's longstanding reputation in the electric vehicle space remains strong. The forthcoming launch of these smaller and more affordable models could allow Tesla to harness the momentum it has built over the years, ensuring its relevance amidst fierce competition.

Addressing the Criticism

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There’s also an undercurrent of debate surrounding consumer sentiment towards Tesla and its founder, Elon Musk. Some consumers have expressed skepticism about the perceived value of the latest models, often questioning whether upgrades justify the price tags. It is notable that over 50,000 units of the refreshed Model Y were snapped up within hours of launch, indicating that there remains a steadfast fan base willing to invest in Tesla's vision.

As a result, the discussion around the brand often treads on both the emotional connection and the technical aspects of their vehicles. Amid polarizing opinions lies a consensus that supporting electrification is crucial in the fight against climate change, regardless of personal feelings towards Elon Musk or Tesla itself.

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Conclusion: A Look Toward the Future

As Tesla gears up for these new vehicles, the automotive world watches closely. Will the introduction of a smaller SUV and a hatchback model reinvigorate Tesla’s sales and fulfill the company’s ambitious goals? The upcoming months could reveal whether these models meet consumer demand and contribute significantly to Tesla’s ongoing legacy as a leader in the electric vehicle sector.

Ultimately, as the landscape of transportation continues to evolve, supporting advancements in electrification remains critical for a sustainable future, and Tesla's new models may just play a vital role in that transition.

The restrictions will not affect usage of the existing app and web service in the country. However, the data protection authority said it “strongly advises” current users to avoid entering personal information into DeepSeek until its final decision is made.

Following the release of the DeepSeek service in South Korea in late January, the PIPC said it reached out to the Chinese AI lab to inquire how it collects and processes personal data, and in its evaluation, found issues with DeepSeek’s third-party service and privacy policies.

The PICC confirmed to TechCrunch that its investigation found DeepSeek had transferred data of South Korean users to ByteDance, the parent company of TikTok.

YouTube TV is no stranger to high-profile contract disputes with media companies, including Disney. In its own announcement, Google said, “We’re happy to share that we’ve reached a deal to continue carrying Paramount channels, including CBS, CBS Sports, Nickelodeon and more … To our subscribers, we appreciate your patience while we negotiated on your behalf.”

The company had warned in an earlier blog post that all Paramount content, including CBS and CBS Sports, would disappear from YouTube TV on February 13. There was a short-term deadline extension when the companies appeared to be close to a deal.

OpenEuroLLM is a collaboration between some 20 organizations, co-led by Jan Hajič, a computational linguist from the Charles University in Prague, and Peter Sarlin, CEO and co-founder of Finnish AI lab Silo AI, which AMD acquired last year for $665 million.

The project fits a broader narrative that has seen Europe push digital sovereignty as a priority, enabling it to bring mission-critical infrastructure and tools closer to home. Most of the cloud giants are investing in local infrastructure to ensure EU data stays local, while AI darling OpenAI recently unveiled a new offering that allows customers to process and store data in Europe.

Until now, the hardest diamonds were found only in impact craters, making them both rare and small. However, researchers from Jilin University, led by Liu Bingbing and Yao Mingguang—along with Zhu Shengcai from Sun Yat-sen University in Shenzhen— have found that graphite formed a structure called the ‘post-graphite phase’.

This resulted in the formation of a hexagonal diamond when compressed and heated under extremely high pressure. The findings of the team have been published in the peer-reviewed journal Nature Materials earlier this month.

The latest MenteeBot V3.0 is built for strength, precision, and endurance. It features custom-built actuators that deliver three times more power than competitors, improving efficiency and movement accuracy. Its redesigned torso enhances flexibility, allowing for more agile and precise task execution.

The robot has sophisticated head-mounted sensors for enhanced awareness, giving it a comprehensive picture of its environment. Full environmental coverage is ensured via a 360-degree vision system that uses a back camera and fisheye side cameras.

The company says that artificial intelligence (AI) is revolutionizing each aspect of our lives. Therefore, Meta wants to be at the forefront of driving these new technologies. Project Waterworth, as per the blog, will help ensure that the benefits of AI and other emerging technologies are made available to more and more people across the globe.

Project Waterworth – subsea cable project
Project Waterworth is the biggest subsea cable project attempted by the company so far. According to the announcement made in the blog post by Meta’s Gaya Nagarajan, vice-president, Network Engineering, and Alex-Handrah Aimé, Global Head, Network Investments.

The blog post states that the project will span over 31,068 miles (over 50,000 kilometers) – which is even longer than the Earth’s circumference.

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Understanding the Dead Internet Theory

The "Dead Internet Theory" suggests that the essence of the internet began fading around 2016-2017, arguing that today, much of the online content we consume is generated by bots or artificial intelligence (AI) rather than by human creators. This situation has raised concerns regarding how we interact with digital content and what it means for us moving forward. While many still label this phenomenon as a conspiracy theory, the reality is that a significant portion of what fills our feeds is, indeed, machine-generated.

The Allure of AI and Bots

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As AI technology rapidly evolves, the ability for individuals and companies to churn out massive amounts of content becomes easier than ever. Daily social media scrolling has become a norm, with the average American spending over seven hours staring at screens. This leads to an overabundance of hyper-addictive media that has negative consequences on mental health, inciting feelings of stress, depression, and anxiety. Despite widespread dissatisfaction with jobs, most people become so accustomed to their pain that they see change as an even greater source of discomfort.

The Challenge of Content Consumption

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In a world dominated by easy access to addictive content, individuals may wonder whether society is heading towards a dystopian future where everyone's lives revolve around mindless consumption. Fast food chains, gaming companies, and social media platforms continually optimize content for user engagement using dopamine-driven tactics that keep consumers hooked but often results in negative health consequences—both mental and physical.

The Impact of Processed Content

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The current state of online content can be viewed as processed content, akin to junk food. Just as processed food offers little nutritional value, processed content provides no intellectual nourishment, leading to an entropic state of mind. With chaotic information flooding our systems, there is a risk of becoming overly dependent on snippets of data without any framework to make sense of them.

The Call for Authentic and Organic Content

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With so much easily accessible yet superficial content, the need for authenticity has become paramount. Personal branding may feel disingenuous in a landscape full of curated images and personas, yet there is significant value in embracing one’s own identity without feeling the need to conform to trends. Authenticity can help creators navigate through the noise, cultivating a personal presence that resonates with others.

Choosing Organic Over Processed

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To combat the effects of AI-generated content, individuals must actively seek out and cultivate organic content—the type of media that enriches our goals and aspirations. This form of content is characterized by its usefulness, often delivered through long-form books, podcasts, or insightful articles. Consuming genuine, goal-oriented content is crucial to integrating meaningful information into our lives.

The Internet: A Double-Edged Sword

The internet is not inherently bad. In fact, it provides access to an immense pool of knowledge and expertise. Even though AI-generated content has flooded our feeds, the power still lies in the hands of consumers. By actively choosing to engage with valuable content, individuals can sidestep the pitfalls of mindless scrolling.

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The Role of Creativity and Contribution

In a time when many are worried about job losses and the implications of AI, it’s crucial to redefine what it means to be a creator. Entrepreneurship and creativity can coalesce into fulfilling paths that help individuals regain control over their lives. Contribution to society through original work allows one not only to find personal satisfaction but also to build community and add value.

Embracing the Future of Work

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The evolution of the job market indicates a shift where many roles will increasingly require creativity, problem-solving, and self-governance. The future appears to be leaning towards entrepreneurship, wherein individuals are encouraged to build their own paths rather than relying solely on traditional job structures. As system dynamics change, resilience and adaptability will be invaluable.

The Power of a Personal Brand

A personal brand now acts as a modern-day resume, showcasing one's skills, interests, and contributions to a digital audience. Yet, building a true personal brand requires sincerity and self-awareness rather than merely following trends to gain visibility. Authenticity will become the differentiator in the crowded realm of creators.

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Meta-Skills for Future Success

In a landscape characterized by the rise of AI, acquiring meta-skills becomes crucial. Skills such as creativity, storytelling, and marketing will draw individuals closer to success despite the automation of lower-level tasks. Developing a genuine voice and approach within the network can ultimately lead to greater fulfillment and independence.

Conclusion: A Call to Action

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To combat the rising tide of processed content and seize the opportunities presented by the digital age, individuals must embrace their inherent role as creators. This means solving personal and societal problems while distributing valuable solutions. No matter the format—be it video, text, or visual art—the call to elevate genuine, valuable content holds true. By committing to authenticity and creativity, we can reshape how we interact with the digital landscape and each other, positioning ourselves as agents of meaningful contribution in an era overshadowed by artificiality.

The land totaling 852 hectares is located in Coronel Murta, a municipality in the Jequitinhonha Valley of Minas Gerais, known as Brazil’s “Lithium Valley.”

Will enable vertical integration
The location of these reserves makes this acquisition highly significant for BYD. The two plots of land are close to the company’s planned electric vehicle factory in Bahia state, Brazil.

For reference, Coronel Murta is around 512 miles away from BYD’s planned factory, which is expected to begin production soon.

Earlier, the company had asserted that the factory would be capable of manufacturing 150,000 electric vehicles annually.

This will enable BYD to access lithium reserves close to its production facility and establish a cost-effective supply chain for this critical battery component.

It is, however, not the first time that BYD has invested in lithium mining operations. The company has already undertaken such activities within China and participated in bids for Chilean lithium projects.

even before this news I realized that their sales in the Caribbean region is growing mostly due to their price point and concessions from banks.

TSMC, the world’s biggest contract chipmaker, has separately studied controlling some or all of Intel’s chip plants, potentially as part of an investor consortium or other structure, the report said.

Broadcom and TSMC are not working together, and all of the talks so far are preliminary and largely informal, the Journal added.

Intel’s interim executive chairman, Frank Yeary, has been leading the discussions with possible suitors and Trump administration officials, who are concerned about the fate of a company seen as critical to national security, the report said.

Yeary has been telling individuals close to him that he is most focused on maximizing value for Intel shareholders, the report added.

"China's global lead extends to 37 out of 44 technologies that ASPI is now tracking, covering a range of crucial technology fields spanning defense, space, robotics, energy, the environment, biotechnology, artificial intelligence, advanced materials and key quantum technology areas."

In the other seven technologies, the United States was second-fiddle to China.

Also, according to APSI, China is home to "all of the world's top 10 leading research institutions" and generates "nine times more high-impact research papers than the second-ranked country (most often the U.S.)."

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Understanding AI Through the Journey of Dr. Rish Ratman

In an age where technology continually reshapes our understanding of existence and innovation, AI stands central to discussions about the future. In a recent episode of Peak AI, Dr. Rish Ratman, CEO of MXA Consulting and the visionary founder of First Thing AI, shared invaluable insights about his journey through technology, AI, and consulting.

A Multifaceted Career

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Dr. Ratman’s narrative is not merely a linear trajectory but rather a tapestry woven through several professions, showcasing a vast breadth of expertise. His career has encompassed roles as a designer, software developer, data scientist, and management consultant for McKinsey & Company. This diverse background gives him a unique perspective on the interplay of various disciplines necessary for meaningful innovation.

He humorously likened his journey to a series of careers, admitting that he possesses a heightened awareness of his own limitations—a characteristic he values in leadership. It's this humility paired with an intricate knowledge of technology that drives his innovative pursuits, particularly in AI.

Defining AI: More Than Just Algorithms

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When discussing AI, Dr. Ratman emphasized the importance of judgment. He articulated a vision where AI transcends traditional definitions, arguing that it should not merely replicate human-like behavior but instead adaptively make decisions in ambiguous and nuanced situations. This perspective shifts AI from being just a tool for mathematical problems (like predictive maintenance) to a more profound entity capable of interpreting language and emotions.

According to him, current advancements in AI allow machines to handle complexities that were previously considered beyond their reach. Language models like ChatGPT represent a leap in this capability, demonstrating an ability to engage in conversations that simulate empathy—an example of how AI is evolving to complement human judgment.

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The RPA Misconception

One subject Dr. Ratman addressed was the frequent conflation of RPA (Robotic Process Automation) with AI. He pointed out that while RPA is a beneficial technology, it lacks the capability to manage real ambiguity. RPA mimics human processes but does not possess genuine intelligence or judgment. Unfortunately, he noted, many organizations misunderstand the difference, often treating both as synonymous when they are fundamentally distinct.

Enlightenment Through Experience

The conversation turned to the impactful realization of AI's capabilities Dr. Ratman had experienced firsthand. He shared an anecdote of engaging with AI platforms and how they could interpret emotional signals in everyday interactions—something that would have seemed impossible a few years ago.

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He reflected on the unexpected speed of technological advancement, highlighting that even someone with his mathematical background can find it overwhelming. The rapid pace of innovation, combined with the complexities of integrating these technologies into existing frameworks, presents a substantial challenge for organizations.

AI's Societal Role

On a broader level, Dr. Ratman sees immense opportunities for AI to address societal challenges, such as loneliness. His belief is that if designed thoughtfully, AI can enhance human connection rather than replace it.

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Conversely, Dr. Ratman also expressed concern about the impending arrival of superintelligent AI around 2035-2040. He argues that humans must integrate more closely with AI to survive in this new reality. The emergence of brain-machine interfaces could be crucial in ensuring that society adapts and thrives in harmony with AI capabilities.

Consulting in the Age of AI

Discussing his own firm, MXA Consulting, Dr. Ratman described its mission to redefine consulting in light of AI advancements. His aim is to pivot from traditional business models based on human labor to a new paradigm where technology is leveraged for better outcomes.

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He critiques existing consultancy structures, which heavily rely on junior staff to deliver client value, suggesting that AI could potentially disrupt this model significantly. The challenge for consulting firms will be to discover their unique value proposition that AI cannot replicate.

Additionally, Dr. Ratman founded First Thing AI as a software-as-a-service product aimed at helping consulting firms adapt to this forthcoming reality.

A Call to Action

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With an eye towards corporate social responsibility, Dr. Ratman advocates for a proactive approach towards workforce displacement due to AI implementation. He stresses the moral obligation of companies to invest in retraining employees rather than simply cutting jobs for profit. He believes that the private sector must take responsibility for the human costs of technological advancement, particularly as the pace continues to accelerate.

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In summary, Dr. Rish Ratman’s insights challenge both current norms and expectations surrounding AI and consulting. His vision for the future highlights the need for a deeper understanding of AI’s potential, emphasizing judgment over mere algorithmic performance. As organizations navigate this rapidly changing landscape, leaders must cultivate technological literacy and embrace the moral implications of their choices.

For listeners interested in the evolution of AI and technology's role in society, Dr. Ratman's discourse serves as both a guide and a cautionary tale about the responsibilities of innovators in this profound period of change.