#AI race

[jcmarchi]

Keys to AI success: Security, sustainability, and overcoming silos

New Post has been published on https://thedigitalinsider.com/keys-to-ai-success-security-sustainability-and-overcoming-silos/

Keys to AI success: Security, sustainability, and overcoming silos

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NetApp has shed light on the pressing issues faced by organisations globally as they strive to optimise their strategies for AI success.

“2025 is shaping up to be a defining year for AI, as organisations transition from experimentation to scaling their AI capabilities,” said Gabie Boko, NetApp’s Chief Marketing Officer.

“Businesses are making significant investments to drive innovation and efficiency, but these efforts will succeed only if global tech executives can address the mounting challenges of data complexity, security, and sustainability.”

The findings of NetApp’s latest Data Complexity Report paints a detailed picture of where businesses currently stand on their AI journeys and the key trends that will shape the technology’s future.

Cost of transformation

Two-thirds of businesses worldwide claim their data is “fully or mostly optimised” for AI purposes, highlighting vast improvements in making data accessible, accurate, and well-documented. Yet, the study reveals that the journey towards AI maturity requires further significant investment.

A striking 40% of global technology executives anticipate “unprecedented investment” will be necessary in 2025 just to enhance AI and data management capabilities.

While considerable progress has been made, achieving impactful breakthroughs demands an even greater commitment in financial and infrastructural resources. Catching up with AI’s potential might not come cheap, but leaders prepared to invest could reap significant rewards in innovation and efficiency.

Data silos impede AI success

One of the principal barriers identified in the report is the fragmentation of data. An overwhelming 79% of global tech executives state that unifying their data, reducing silos and ensuring smooth interconnectedness, is key to unlocking AI’s full potential.

Companies that have embraced unified data storage are better placed to overcome this hurdle. By connecting data regardless of its type or location (across hybrid multi-cloud environments,) they ensure constant accessibility and minimise fragmentation.

The report indicates that organisations prioritising data unification are significantly more likely to meet their AI goals in 2025. Nearly one-third (30%) of businesses failing to prioritise unification foresee missing their targets, compared to just 23% for those placing this at the heart of their strategy.

Executives have doubled down on data management and infrastructure as top priorities, increasingly recognising that optimising their capacity to gather, store, and process information is essential for AI maturity. Companies refusing to tackle these data challenges risk falling behind in an intensely competitive global market.

Scaling risks of AI

As businesses accelerate their AI adoption, the associated risks – particularly around security – are becoming more acute. More than two-fifths (41%) of global tech executives predict a stark rise in security threats by 2025 as AI becomes integral to more facets of their operations.

AI’s rapid rise has expanded attack surfaces, exposing data sets to new vulnerabilities and creating unique challenges such as protecting sensitive AI models. Countries leading the AI race, including India, the US, and Japan, are nearly twice as likely to encounter escalating security concerns compared to less AI-advanced nations like Germany, France, and Spain.

Increased awareness of AI-driven security challenges is reflected in business priorities. Over half (59%) of global executives name cybersecurity as one of the top stressors confronting organisations today.

However, progress is being made. Despite elevated concerns, the report suggests that effective security measures are yielding results. Since 2023, the number of executives ranking cybersecurity and ransomware protection as their top priority has fallen by 17%, signalling optimism in combating these risks effectively.

Limiting AI’s environmental costs

Beyond security risks, AI’s growth is raising urgent questions of sustainability. Over one-third of global technology executives (34%) predict that AI advancements will drive significant changes to corporate sustainability practices. Meanwhile, 33% foresee new government policies and investments targeting energy usage.

The infrastructure powering AI and transforming raw data into business value demands significant energy, counteracting organisational sustainability targets. AI-heavy nations often feel the environmental impact more acutely than their less AI-focused counterparts.

While 72% of businesses still prioritise carbon footprint reduction, the report notes a decline from 84% in 2023, pointing to increasing tension between sustainability commitments and the relentless march of innovation. For organisations to scale AI without causing irreparable damage to the planet, maintaining environmental responsibility alongside technological growth will be paramount in coming years.

Krish Vitaldevara, SVP and GM at NetApp, commented: “The organisations leading in advanced analytics and AI are those that have unified and well-cataloged data, robust security and compliance for sensitive information, and a clear understanding of how data evolves.

“By tackling these challenges, they can drive innovation while ensuring resilience, responsibility, and timely insights in the new AI era.”

You can find a full copy of NetApp’s report here (PDF)

(Photo by Chunli Ju)

See also: New AI training techniques aim to overcome current challenges

Want to learn more about AI and big data from industry leaders? Check out AI & Big Data Expo taking place in Amsterdam, California, and London. The comprehensive event is co-located with other leading events including Intelligent Automation Conference, BlockX, Digital Transformation Week, and Cyber Security & Cloud Expo.

Explore other upcoming enterprise technology events and webinars powered by TechForge here.

Tags: ai, artificial intelligence, digital transformation, enterprise, environment, netapp, research, scaling, security, sustainability

[code-of-conflict]

Technological Competition: The New Cold War in AI Development

Introduction: The Global AI Race

Artificial Intelligence (AI) is not just a technological advancement—it is a tool for geopolitical dominance. The race to lead in AI development has quickly become the new "Cold War" for technological superiority, with countries vying for global influence through innovation. India and China, two rising powers in the global AI race, are engaged in this competition, not just for technological advancement, but for broader geopolitical positioning. The winner of this race will hold significant leverage in global markets, cybersecurity, and military might, reshaping the international order.

India and China’s AI Race: Strategic Motivations and Differing Paths

China’s approach to AI development is aggressive and expansive, driven by its ambition to become the global leader in AI by 2030, as outlined in its "New Generation Artificial Intelligence Development Plan" (2017). China sees AI as a key to enhancing its global competitiveness, strengthening its military, and asserting its dominance in sectors like manufacturing, healthcare, and national security. Its significant investments in AI infrastructure, research, and development underscore its commitment to becoming an AI superpower.

India, on the other hand, has taken a more measured approach, focusing on AI for social inclusion, economic growth, and democratic governance. India's AI strategy, outlined by NITI Aayog in 2018, emphasizes "AI for All," aiming to harness AI's potential to address societal challenges in sectors like agriculture, healthcare, and education​. While India’s strategy focuses on leveraging AI for inclusive growth, its efforts to scale AI innovations to compete globally are still in their nascent stages.

The contrasting motivations behind India and China’s AI policies—China’s for global dominance and India’s for societal benefit—reflect their broader geopolitical aspirations. However, the divergence in their AI strategies also highlights the technological gap between the two nations, which has significant implications for global power dynamics.

AI and Economic Competitiveness

AI is poised to reshape the global economy by enhancing productivity, automating processes, and fostering innovation. China’s early adoption and massive investments have given it a significant edge in AI-driven economic competitiveness. Chinese companies like Alibaba, Tencent, and Baidu have integrated AI into various industries, creating a robust AI ecosystem that fuels their global expansion​. China’s AI investments in manufacturing, logistics, and healthcare have not only boosted its domestic economy but also positioned it as a critical player in global supply chains.

India, while progressing in AI research and development, faces challenges in scaling AI applications across industries. Although India has a growing start-up ecosystem and a strong IT sector, it lacks the infrastructural investments and comprehensive AI strategies seen in China​. Nevertheless, India's potential to become an AI hub for the developing world cannot be overlooked. The Indian government’s focus on creating AI solutions for its vast and diverse population provides a unique model of AI deployment, one that prioritizes inclusivity and social welfare over sheer economic dominance.

Global Influence and Geopolitical Consequences

The AI race between India and China extends beyond economic competition; it is also about gaining geopolitical influence. China's AI strategy is intrinsically linked to its geopolitical ambitions. Through initiatives like the Belt and Road Initiative (BRI) and its growing investments in AI research, China is exporting its AI technologies to developing countries, influencing the global AI standards and creating dependencies on Chinese technology. This raises concerns about digital sovereignty and the spread of authoritarian AI governance models, particularly in surveillance and data control, which China uses to maintain its own domestic security.

India, on the other hand, is positioning itself as a counterbalance to China’s growing influence. By advocating for responsible AI development, India promotes a more ethical and democratic approach to AI governance. India’s participation in international forums, such as the Global Partnership on Artificial Intelligence (GPAI), signals its intent to influence global AI standards while safeguarding democratic values​.

However, to truly challenge China’s dominance, India must increase its investment in AI infrastructure, foster international collaborations, and scale up its AI research efforts. The challenge for India is to compete with China while adhering to its principles of transparency, data privacy, and ethical AI development.

The New Cold War: AI and Future Power Dynamics

As AI becomes the backbone of economic and military power, the competition between India and China will shape the future balance of power in Asia and beyond. China’s rapid progress in autonomous systems, AI-driven cybersecurity, and military applications presents a formidable challenge to India’s national security and sovereignty. India’s response must involve not only bolstering its AI capabilities but also forming strategic alliances with like-minded countries to resist China’s growing influence in AI governance and technology standards.

Conclusion

The AI race between India and China is more than just a competition for technological superiority—it is a battle for global influence and economic power. China’s aggressive push for AI dominance threatens to reshape the global order, while India’s democratic and inclusive AI model offers an alternative path. However, the technological gap between the two nations poses a significant challenge for India. As the new Cold War of AI intensifies, India must accelerate its AI investments and forge international collaborations to protect its interests and promote a more responsible and ethical AI-driven future.

[utilitymonstermash]

I heard some interesting takes on the e/acc twitter spaces last night that not asking for subsidies to win “AI Race” against China, the accelerationists were positioning themselves to be in an adverserial relationship with regulators in Washington and Para Governmental Orgs.

AI is a hot topic and the organizers back east have to do something. If they aren’t marshaling resources to boost local efforts against China, then they are going to regulate the operations at home, and mediate arguments between them and decels.

[thenotoriousscuttlecliff]

Little detail I loved in Dune Part Two was Irulan recoding her notes on a futuristic phonograph cylinder because the AIs fucked things up so badly the entire human race is now fanatically opposed to anything as advanced as a calculator.

[world-store]

Google is falling behind in AI arms race, senior engineer warns

A senior software engineer at Google wrote a critique asserting that the internet search leader is losing its edge in artificial intelligence to the open-source community, where many independent researchers use AI technology to make rapid and unexpected advances. The engineer, Luke Sernau, published the document on an internal system at Google in early April. Over the past few weeks, the document…

[local-dragon-haunt]

hey! i’m an artist and i was wondering what about the httyd crossover art made it obviously AI. i’m trying to get better at recognizing AI versus real art and i totally would have just not clocked that.

Hey! This is TOTALLY okay to not have recognized it, because I DIDN'T AT FIRST, EITHER. Unfortunately there’s no real foolproof way to distinguish real art from the fake stuff. However I have noticed a general rule of thumb while browsing these last few months.

So this is the AI generated image I used as inspiration. I will not be tagging the account that posted it because I do not condone bullying of any type, but it’s important to mention that this was part of a set of images:

This is important because one of the BIGGEST things you can use to your advantage is context clues. This is the thing that clued me in: right off the bat we can see that there is NO consistency between these three images. The art style and outfits change with every generated image. They're vaguely related (I.E. characters that resemble the Big Four are on some sort of adventure?) and that's about it. Going to the account in question proved that all they posted were AI generated images. All of which have many red flags, but for clarity's sake we'll stick with the one that I used.

The first thing that caught my eye was this???? Amorphous Blob in the background. Which is obviously supposed to be knights or a dragon or something.

Again, context clues come into play here. Artists will draw everything With A Purpose. And if what they're drawing is fanart, you are going to recognize most of what you see in the image. Even if there are mistakes.

In the context of this image, it looks like the Four are supposed to be running from these people. The thing that drew my attention to it was the fact that I Didn't Recognize The Villains, and this is because there is nothing to recognize. These shapes aren't Drago, or Grimmel, or Pitch, or any other villain we usually associate with ROTBTD. They're just Amorphous Blobs that are vaguely villain shaped.

Which brings me to my second point:

Do you see the way they're standing? There is no purpose to this. It throws the entire image off. Your eye is drawn to the Amorphous Villain Blobs in the background, and these characters are not reacting to them one bit.

Now I'm not saying that all images have to have a story behind them, but if this were created by a person, it clearly would have had one. Our group here is not telling a story, they are posing.

This is because the AI does not see the image as a whole, but as two separate components: the setting, and the description of the characters that the prompter dictates. I.E. "Merida from Brave, Jack Frost from ROTG, Rapunzel from Tangled, and Hiccup from HTTYD standing next to each other"

Now obviously the most pressing part of this prompt are the characters themselves. So the AI prioritizes that and tries to spit out something that WE recognize as "Merida from Brave, Jack Frost from ROTG, Rapunzel from Tangled, and Hiccup from HTTYD standing next to each other".

This, more times than not, is going to end up with this stagnant posing. Because AI cannot create, it can only emulate. And even then, it still can't do it right. Case in point:

This is not Hiccup. The AI totally thinks this is Eugene Fitzherbert. Look at the pose. The facial structure. The goatee. The smirk. The outfits. He's always next to Raps. Why does he have a quiver? Where's Toothless? His braids? His scar??

HE HAS BOTH OF HIS LEGS.

The AI. Cannot even get the most important part of it's prompt correct.

And that's just the beginning. Here:

More amorphous shapes.

So these are obviously supposed to be utility belts, but I mean. Look at them. The perspective is all off. There are useless straps. I don't even know what that cluster behind Jack's left arm is supposed to be.

This is a prime example of AI emulating without understanding structure.

You can see this particularly in Jack, between his hands, the "tassels" of his tunic, and the odd wrinkles of his boots. There's just not any structure here whatsoever.

Lastly, AI CANNOT CREATE PATTERNS.

Here are the side-by-sides of the shit I had to deal with when redesigning their outfits. Please someone acknowledge this. This killed me inside. THIS is most recognizable to me, and usually what I look for first if I'm wary about an art piece. These clusterfuck bunches of color. I hate them. I hate them so. much.

Anyways here's some other miscellaneous things I've noticed:

Danny Phantom Eyes

???? Thumb? (and random sword sheath)

Collarbone Necklace (corset from hell)

No Staff :( No Bow :(

What is that.

So yeah. Truly the best thing to do is to just. study it. A lot of times you aren't gonna notice anything just looking at the big picture, you need to zoom in and focus on the little details. Obviously I'm not like an expert in AI or anything, but I do have a degree in animation practices and I'm. You know. A human being. So.

In conclusion:

(Y'all should totally reblog my redesign of this btw)

[two-pears-in-a-trenchcoat]

"i am going to caboose you" says the evil caboose man

[futureperfectchanges]

The Pride Pin

"Have you got a little rainbow flag? Or maybe a rainbow handkerchief?" Edward asked the man behind the counter. He was on his way to a gay wedding and had seen a large pride flag in the window of this store which had given him an idea. "Basically something that I could put into my breast pocket for a wedding i'm going to." Before quickly adding: "To show my support to the grooms that is."

"Ah, how nice, although I'm afraid I only have large flags at the moment, but I do have a few pins left over from Pride, would one of those work for you?" replied the shopkeeper as he pointed to a box a little further down the counter.

"Looks perfect" Edward said as he picked up one of the pins.

"Just to check - you did say you wanted it to show you're an ally of the gay community didn't you? It's just that some of the items in this store can be a little, well, unpredictable, so just wanted to be clear about things before you try it on."

"Of course" Edward lied.

In truth Edward hadn't wanted to go to this wedding at all. He worked with one of the guys getting married, John. They had joined a law firm at the same time so had met during their induction and had been good friends for a while - at least until John had come out as gay and started dating guys. Edward was glad that John was happy, but had since mostly avoided hanging out together unless it was a work event. He had gone to one dinner soon after John's engagement to his boyfriend, Miguel, but had spent the whole meal feeling embarrassed. Everyone else at the table had been so obviously gay and they had made no attempt to talk quietly, so he was sure all the surrounding tables had been judging him all evening.

When Edward had received the invite to the wedding he had initially planned to decline it. What had changed his mind was the fact that a lot of John's straight female friends were going to be there, and with most of the other guys at the wedding being gay, it was almost guaranteed that he would hook up with one of the girls. He hoped that the pride pin was going to be the 'icing on the cake' with regards to getting attention from the girls. How could they turn down a guy who was so supportive of his friend? With any luck he would be back at home with a lady before the happy couple had even cut the cake.

"Here, let me put it on for you" the shopkeeper offered.

Edward had intended on keeping the pin out of sight until he had entered the wedding, but he didn't want to offend the shopkeeper so let him reach over and place the pin on his lapel - he'd just take if off as soon as he left the store.

Edward looked at the mirror behind the counter and his first thought was to worry that the pin might make the girls at the wedding think he was gay too. He started to wonder if it was a bad idea, and as if to confirm that he felt the pin prick his chest. Soon after he felt another prick and he wondered if the shopkeeper had failed to cover the back of the pin properly. When he started to feel more and more pricks on his chest, and not just where the pin was, he began to worry that something was wrong.

Edward felt like he was being stabbed with needles all across his chest and he felt like he had no choice but to pull his jacket off. He didn't know what was going on, but he needed to stop whatever was causing the pain.

Edward was confused. He had taken off his jacket and the pricking sensations had stopped, but when he looked down at his chest he didn't understand what he was looking at as it. What he first saw on his chest was a mix of colors that hadn't previously been there. It was as though someone had covered his chest in paint.

"¿Cómo?" Edward said aloud whilst continuing to stare at his chest. He had never had a tattoo so didn't understand what he was looking at. As he reached up to rub off whatever was on his chest it quickly dawned on him that the colors were not going to come off easily.

"What is this? Is this a tattoo? How do I get this off?" Edward asked in increasingly frantic tones, all with a slight Spanish accent. He had been so fixed on the new tattoos that he hadn't noticed that the rest of his body had taken on a subtle tan.

The shopkeeper didn't reply, he knew that if an item from his shop was not used as intended it could cause a little confusion for the customer, so he just waited to see what would happen.

"What is going on? And what's wrong with my voice?" Edward asked as he started to get angry. "I'm a dancer at Infernos nightclub and if you want to see me shake my ass... wait... no I meant to say i'm a dancer, no a dancer..." Edward had wanted to tell the shopkeeper that he was a lawyer at a powerful law firm and would kick his ass if he didn't fix what was going on but he didn't seem able to get the right words out.

Whilst Edward's mind tried to deal with what was going on, he started to wonder what sort of options he had to get rid of the tattoo, or what he could do just to cover it up. It was then that he looked back at the mirror and realised how much else had changed across his body. His heart sank as he knew there was no way he could cover everything up.

Edward sighed as he thought again about what to do with the tattoos, but was then confused. Why was he thinking of covering them up? He loved showing them off. He had spent so much of his life hiding who he was, but now there was no one who was going to stop him from being his true self. He was Eduardo - a proud Latino twink.

Eduardo felt the jacket he was holding and then remembered that he had come in to buy a new shirt. "Hey, do you have any dress shirts?" he smiled as he asked the storekeeper. "My best friend is marrying some fancy lawyer today and I want to look good for the occasion!"

[jjoneechan]

🏁 Minecraft Achievement Race IRL 🏁

[ki-kink]

Love your work, could you turn me from a small skinny white guy into a burly irish daddy?

Here's your “Irish Daddy Starter Pack”: A green plaid shirt, a plane ticket to Dublin, a train ticket to Athlone and a voucher for a Guiness at Biddy O'Dowd's.

You're sitting in the pub and you're nervous. The beer is ordered, but you don't actually drink Guinness. Everyone is looking at you expectantly. And then it suddenly hits you like a blow!

So, Padraig: what's it loike in de new body? Aye, de bucket av dirt is too wee, yer 'av ter wear it open. but otherwise it looks juicy gran', doesn't it?

[moonfirebrides]

Ai Art by @soulfulexpressions._

[octuscle]

Halloween Party - Warrior through cultural appropriation

Shit, Jeff thought, Halloween used to be just fun. Now it was first of all a huge effort to find the perfect costume, to shape your body to match the costume. And then you look so good that you would like to fuck yourself, then there are a couple of killjoys outside on the street in front of the Frat House, berating you because your costume is a cultural appropriation and a sign of digital imperialism. Shit, who even comes up with such bullshit terms? Today was about getting drunk, having fun. And at the end of the evening, to end up in bed with a hot guy. Halloween was not a lecture in sociology or ethnology or whatever the shit was called.

After he had removed the traces of the eggs that had been thrown at him, Jeff was ready for his appearance. He knew he was damn hot. He had an awesome body. His tattoos looked almost real. And in his shorts with the Hawaiian pattern, his cock was in joyful anticipation of the highlight of the party. Only in his head did he feel somehow… cloudy… One of the activists in front of the Frat House had sprayed a gas in his face. Jeff had thought it was pepper spray. But it was something completely different. It made him feel good. Like he had smoked pot. It was weird. But it was Halloween. No showing weakness now! He practically had a duty to party tonight. A guy asked him if he wanted a drink. Did Jeff know the guy… Seemed somehow familiar. But the guy was obviously a local. He replied that he didn't have a coconut milk. The guy laughed out loud and punched Heff in his impressive pecs. “Hey, costume of the day definitely goes to this guy. Coconut milk! I'm cracking up! And the guy even has the accent down pat.” At least that was what Jeff understood. English was not his mother tongue. Was it not? Or was it? Shit! And what was so funny about coconut milk? He loved coconut milk. Here everyone drank beer or some kind of mixed drinks. The stuff came from the white devils and was pure poison! Hoff collected a few glasses and took them to the kitchen.

“Ia ora na! What would you like to drink?” Honf didn't feel like partying anymore. Somehow he felt more comfortable at the bar. And here it was also easier for him to flirt with the hot guys from the fraternity. True, the guys asked him what he meant every other sentence. But that might not have been because of his French Polynesian accent. The guys were just drunk. And the music was loud. But the work was fun. And more than one guy had made it quite clear to him that they could meet later somewhere in a sheltered place. Poor white devils, he thought to himself. If only they had a rough idea of what kind of beast was hiding in his pants. They would probably have to throw up when they sucked on it. His cock twitched and became semi-erect in his pants.

His name is “Hone.” “Hone” means “warrior.” It's a good name. A buddy of his, whom he had met during his semester abroad at UCSB, was called “Jeff.” He had googled that. “Jeff” meant “God's peace.” A name for weaklings. Hone was no weakling. In Santa Barbara it was the middle of the night, here on Bora Bora the sun had not even set. The white devils were already drinking alcohol. Another sign of weakness. Hone made great cocktails. But he never drank anything himself except protein shakes and coconut milk. Not even on Halloween.

[rhubarbes]

Rhubarbes lab

[abdullahbroshairif]