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Argentina plans to adopt AI to predict and prevent 'future crimes'

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Argentina’s government claims it will help prevent crimes before they occur, but a prominent software engineer is skeptical about the idea.

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Semiconductor exemptions don’t matter when it comes to tariffs

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Opinion by: Ahmad Shadid of O.xyz

Semiconductors scored a rare exemption from US President Donald Trump’s aggressive reciprocal tariffs, but the relief is symbolic at best. Most semiconductors enter the US embedded in servers, GPUs, laptops, and smartphones. 

The finished goods remain heavily tariffed, some with duties reaching up to 49%. The exemption looks good politically but delivers little practical benefit. Nvidia’s DGX systems, crucial for training advanced AI models, do not fall under the exempted HTS codes. Nvidia could pay effective tariffs nearing 40% on these vital components. Such costs threaten to stall critical AI infrastructure projects across the country. 

Semiconductor tariffs may compromise the goal of the CHIPS Act. The act promised tens of billions of dollars in subsidies to support domestic chip manufacturing. Yet advanced lithography machines — key equipment from countries like the Netherlands and Japan — face 20%–24% tariffs. Ironically, tariffs designed to boost American production increase the cost of essential manufacturing equipment.

The effect of new tariffs is already slowing progress in critical supply chains — just as generative AI and large language models are gaining momentum across sectors like finance and defense. Any delays or cost increases now could blunt America’s technological advantage.

Indirect costs undermine exemptions for AI

Modern semiconductor supply chains are global and highly integrated. An exemption on raw silicon means nothing when servers, GPUs and other finished products face steep tariffs. Tariffs indirectly inflate costs, eliminating any competitive advantage from domestic manufacturing.

Indirect tariff costs hit high-end systems disproportionately hard. The effect ripples through AI model training, data center expansions and major infrastructure projects, significantly slowing the industry’s momentum.

Tariff impasse halts investment

So far, it’s clear that the US president’s tariff plan didn’t follow any conventional economic trends or calculated strategy. The uncertain tariff situation stalls investment decisions across the technology sector. Companies need predictable costs to justify large capital expenditures. Ongoing tariff volatility prevents them from committing resources to new data centers and manufacturing lines.

This mirrors the supply chain chaos of 2020. At that time, uncertainty caused massive order cancellations and slowed industry recovery for years. If tariff ambiguity continues, we could see similar waves of cancellations in 2025. This would further compound existing inventory and revenue issues in the semiconductor sector.

Domestic production is not optimal

The border argument for these tariffs is that they’re meant to boost domestic production. They do little, however, to encourage genuine domestic semiconductor production. Despite subsidies under the CHIPS Act, most US semiconductor companies still rely on international foundries for manufacturing. Instead, they face increased equipment and operational costs.

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The idea that tariffs promote domestic production ignores the reality of global semiconductor manufacturing. Costs rise across the board, putting American companies at a disadvantage rather than offering protection.

AI projects face heightened risk

The blockchain and crypto sectors, particularly AI-driven projects, also feel the pinch. Projects depend heavily on GPUs and high-performance servers for mining, validating transactions and running decentralized AI computations. Increased hardware costs directly affect profitability and growth, potentially stalling innovation in blockchain applications. 

AI developments have just started to pick up the pace in the blockchain and Web3 space. The industry saw increased interest from investors and VCs just a year ago. So, they are still on tighter budgets. Elevated costs can, however, lead to stagnation. We might see innovators and developers exiting the market. The ripple effect extends beyond the general technology sector and could threaten future digital economies. 

Moreover, these cost pressures disproportionately affect startups and smaller tech firms. Industry giants can absorb additional expenses, but innovative, smaller players face existential threats. This dynamic risks stifling innovation at the grassroots level, harming the entire tech ecosystem.

What to expect 

Semiconductors have momentarily escaped direct tariffs, but the exemption provides little benefit. Tariffs continue to hit finished products, driving up indirect costs across the industry. Instead of boosting domestic manufacturing, these tariffs create economic paralysis, stall critical infrastructure projects, and threaten America’s lead in AI innovation. Policymakers must acknowledge these realities and adjust their approach before irreversible damage is done to the nation’s technological future.

Opinion by: Ahmad Shadid of O.xyz.

This article is for general information purposes and is not intended to be and should not be taken as legal or investment advice. The views, thoughts, and opinions expressed here are the author’s alone and do not necessarily reflect or represent the views and opinions of Cointelegraph.

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How staking incentivizes trust without burning energy

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What if a financial system could run itself not by burning electricity, but by rewarding good behavior? That’s the promise of staking, a mechanism that powers many modern blockchains by turning users into network operators. 

In this week’s episode of The Clear Crypto Podcast, hosts Gareth Jenkinson and Nathan Jeffay sit down with StarkWare’s Noam Nisan to unpack how this trustless engine works, why it matters and what’s really at stake.

Understanding staking

Jeffay began by highlighting how staking is part of the backbone that keeps the blockchain running, and runs itself, with volunteers.

“By doing this, they’re saying, OK, we’re taking this task of running the blockchain seriously. Here’s some of our money. We’re putting it down. We’re showing that we’re serious about doing this.”

To help unpack this topic further and examine the deeper mechanics behind staking, the hosts are joined by Noam Nisan, principal researcher at StarkWare and a widely respected computer scientist who has held roles at Google and Princeton.

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“So we have this general system with operators… Why would they want to do that? The system, the protocol, incentivizes them to actually run the system,” Nisan explained. “Basically, it can give them tokens for operating the system.”

Staking offers what Nisan describes as two distinct types of security: computer science-based guarantees and economic disincentives for bad actors. 

“If a majority or supermajority, maybe two-thirds of the parties of the token of the staked amount are behaving properly… we can prove that the system acts correctly,” he said.

“But you also have what I would call an economic guarantee… if they destroy the system, very likely the value of the token… will go down. So they are the one losing.”

PoW vs PoS

Jenkinson, a vocal Bitcoin (BTC) supporter, posed the classic comparison: proof-of-work vs proof-of-stake. “Do you have any strong feelings about one or the other?” he asked.

“The truth is that it’s not clear.. it’s really a social question, I think.”

Nisan noted that both mechanisms involve trade-offs around cost, control, and decentralization. The episode also explores the role of staking in tokenomics and system design. Nisan unpacks how fee mechanics and inflation controls, such as Ethereum’s minting curve, help keep the ecosystem in balance.

To hear the full conversation on The Clear Crypto Podcast,  listen to the full episode on Cointelegraph’s Podcasts page, Apple Podcasts or Spotify. And don’t forget to check out Cointelegraph’s full lineup of other shows! 

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Exponential currency debasement: ‘You don’t own enough crypto, NFTs’

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Cryptocurrencies and non-fungible tokens (NFTs) can help investors protect their eroding purchasing power during an era of exponential currency debasement, according to analysts and industry leaders.

Investing in digital assets is becoming increasingly important in the “world of the exponential age and currency debasement,” according to Raoul Pal, founder and CEO of Global Macro Investor.

“You don’t own enough crypto. When you do, you don’t own enough NFT’s, as art is upstream of wealth. Both will never be this cheap again,” Pal said.

NFTs are “the single best long term store of wealth I know and you get to buy it before network effects kick in,” he added in another response.

Source: Raoul Pal

“There is some validity to the statement that NFTs, and in extension art, become a vehicle for the wealthy once a certain level of wealth is reached,” wrote Nicolai Sondergaard, research analyst at Nansen, calling it a “natural move” for asset diversification.

“For traders and investors, further down the wealth curve, NFTs are partially about speculating on future returns,” he told Cointelegraph, adding that NFTs also benefit from the allure of strong communities, beyond just wealth creation.

Related: German gov’t missed out on $2.3B profit after selling Bitcoin at $57K

Art NFTs may see a resurgence as “digital ownership gains acceptance among younger, tech-savvy cohorts,” if collections manage to move past the “speculative fervor,” according to Anndy Lian, author and intergovernmental blockchain expert.

Still, Lian said broader adoption depends on blockchain networks improving scalability and security to “instill confidence.” He added that art NFTs “must transcend hype, anchoring value in cultural significance or utility.”

Beeple’s “Everydays: The First 5000 Days.” Source: Christies

Some digital artists made millions of dollars through NFTs. Digital artist Mike Winkelmann, also known as Beeple, auctioned his “Everydays: The First 5000 Days,” NFT artwork for a record-breaking $69 million in March 2021.

Meanwhile, the largest NFT collections continue to lack upside momentum, unable to recover toward their 2021 highs.

CryptoPunks floor price, all-time chart. Source: NFTpricefloor

CryptoPunks, the largest NFT collection by market capitalization, is currently trading at a floor price of 46 Ether (ETH), 59% down from its peak of 113.9 ETH, recorded on Oct. 9, 2021, NFTpricefloor data shows.

Related: GENIUS Act ‘legitimizes’ stablecoins for global institutional adoption

NFT market set for recovery in early 2026, after Bitcoin cycle top

Despite the temporary lack of interest, NFTs could be poised to see more momentum after the profits from Bitcoin’s (BTC) cycle top start rotating into other digital assets.

“That likely puts the peak of the NFT market in Q1 2026, but don’t expect a repeat of the 21/22 euphoria that we saw in NFTs,” according to Yehudah Petscher, strategist at CryptoSlam NFT data platform and SlamAI.

“We’re likely an entire cycle away from NFTs having a parabolic run,” Petscher told Cointelegraph, adding:

“There is a perfect storm brewing for 2030: BTC at $1 million, a matured metaverse, AI reshaping labor economics (whether through universal basic income or universal high income, falling production costs, etc), AR/VR adoption, and NFT ownership equaling ownership of a brand.”

However, the previous NFT bull market was driven largely by metaverse speculation and wealthy traders, Petscher noted — factors that are mostly absent in the current cycle.

This article does not contain investment advice or recommendations. Every investment and trading move involves risk, and readers should conduct their own research when making a decision.

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