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How DeepSeek R1 is Redefining AI

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How DeepSeek R1 is Redefining AI

The emergence of DeepSeek R1 has shaken the strategies of tech giants, sent shockwaves through financial markets, and ignited a new level of geopolitical competition between the United States and China. But beyond these immediate impacts, DeepSeek R1 represents a fundamental shift in how artificial intelligence (AI) is developed and deployed. Rather than following the traditional “bigger is better” approach, where massive models with trillions of parameters dominate, DeepSeek R1 champions a new paradigm: efficiency.

A Break from Tradition: The Efficiency Revolution

For years, the prevailing AI philosophy was simple: larger models, more GPUs, and higher energy consumption meant better performance. DeepSeek R1 challenges this notion. Trained at a fraction of the cost of its Western counterparts, just $5.6 million compared to the billions invested by OpenAI and Google, DeepSeek proves that scalability depends not solely on size but algorithmic intelligence.

The introduction of R1 raises critical questions about the future of Large Language Models (LLMs). Are these expansive models already on the verge of obsolescence? With rapid advancements in efficiency-driven AI, businesses and researchers must reconsider their dependence on resource-intensive models that leaner, more cost-effective alternatives may soon outpace.

The Geopolitical Battle Over AI

DeepSeek R1’s arrival is more than a technological breakthrough; it has geopolitical implications. The AI race is now a battleground for global influence, drawing comparisons to Huawei’s dominance in 5G technology. Just as the U.S. took extreme measures to curb Huawei’s expansion, it is now attempting to regulate AI development by restricting advanced GPUs and open-source AI.

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However, DeepSeek R1 demonstrates that such restrictions cannot slow China’s AI progress. By optimising efficiency and reducing dependency on high-end chips, DeepSeek has circumvented U.S. sanctions and emerged as a formidable competitor. This has raised concerns in the West about the control of AI-generated information. If AI models developed in China become globally dominant, the risk of information control and censorship increases, influencing public discourse on key issues.

Open-Source AI vs. Proprietary Models, A Coexisting Future

One of the most striking aspects of DeepSeek R1 is its open-source nature. Historically, open-source software has challenged proprietary solutions by dramatically reducing costs and increasing accessibility. We have seen this pattern with Linux in enterprise computing, Android in mobile operating systems, and MySQL in database management. AI is now following the same trajectory.

Yet, major Western AI labs, OpenAI, Google, and Anthropic, continue to lead in multimodal AI, safety protocols, and model security. DeepSeek R1 may be efficient, but concerns over its robustness and potential vulnerabilities remain. Microsoft’s immediate integration of DeepSeek R1 into Azure suggests a growing appetite for open models, particularly for businesses looking to balance cost and flexibility. However, proprietary models will continue to play a crucial role in ensuring security and regulatory compliance, leading to a hybrid AI ecosystem where both approaches coexist.

The Economic Implications of AI Cost Reduction

One of the most debated aspects of DeepSeek R1 is its development cost. While $5.6 million is a fraction of what leading AI firms spend, the figure likely only accounts for training, excluding infrastructure, engineering, and deployment costs. Nevertheless, the real game-changer is inference cost, the cost associated with using AI models in real-world applications. Lower inference costs mean broader adoption, much like declining semiconductor prices fueled the mass adoption of consumer electronics.

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This shift will have profound economic consequences. As AI becomes more affordable, startups and mid-sized enterprises can integrate advanced AI without requiring massive infrastructure investments. This democratisation of AI will disrupt industries traditionally dominated by a handful of tech giants.

The Role of Reinforcement Learning and AI Agents

DeepSeek R1 is not just another LLM but a shift toward reasoning-based AI. Historically, LLMs excelled at pattern recognition but struggled with logical reasoning and decision-making. DeepSeek R1 integrates reinforcement learning techniques, allowing it to solve complex problems methodically rather than simply predicting the next word in a sequence.

This evolution paves the way for autonomous AI agents capable of adapting to dynamic workflows. From customer service to administrative tasks and data analysis, AI is moving beyond predefined scripts to real-time decision-making. The business world must prepare for a future where AI-driven automation extends beyond simple chatbot interactions into comprehensive, intelligent task execution.

The Chip Shortage Driving Algorithmic Innovation

The U.S. imposed semiconductor export restrictions to limit China’s AI capabilities. However, these constraints have unintended consequences: they have pushed Chinese researchers to prioritise efficiency over brute computational power. As AI models become more optimised, the demand for high-end chips could decrease, fundamentally altering the AI hardware landscape.

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While Western AI firms continue to invest heavily in GPU-driven research, China’s focus on efficiency could prove to be a more sustainable long-term strategy. The balance between computational power and algorithmic efficiency will likely define the next phase of AI innovation.

What Comes Next? A Shifting AI Landscape

DeepSeek R1 is not the final chapter in AI development; it is the beginning of a broader shift. Here are three key takeaways for businesses, regulators, and AI researchers:

  1. Efficiency is the new frontier: The AI race will no longer be won by sheer computing power. Algorithmic advancements will drive the next wave of breakthroughs.
  2. Regulation must balance security with innovation: Overregulating AI could slow down Western progress while allowing China to take the lead in global adoption.
  3. Application matters more than model size: AI accessibility is increasing, but success will depend on how effectively companies integrate AI into their operations.

Conclusion: AI’s Future Lies in Strategic Deployment

The rise of DeepSeek R1 signals a transformation in AI development. Rather than investing solely in more extensive and expensive models, the industry must focus on efficiency, usability, and strategic deployment. Businesses that adapt to this shift will gain a competitive edge, while regulators must navigate the complex landscape of security, innovation, and geopolitical competition.



AI is no longer just about who builds the biggest model, it’s about who uses it most effectively. The future belongs to those who can harness AI’s power efficiently and strategically. DeepSeek R1 is just the beginning.

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Can PMI above 50 trigger Altcoin Season in 2026?

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Can PMI above 50 trigger Altcoin Season in 2026? - 2

As macro conditions regain influence over digital assets, investors are increasingly asking whether a rebound in economic activity, particularly a Purchasing Managers Index (PMI) reading above 50, could ignite the next altcoin season.

Summary

  • PMI above 50 would signal improving economic conditions and a potential return of risk appetite
  • Nearly 40% of altcoins trading near all-time lows reflects extreme weakness but possible late-stage capitulation
  • Bitcoin dominance remains elevated, suggesting rotation into altcoins has not yet begun

What PMI means for Altcoin Season

The Purchasing Managers’ Index (PMI) is a forward-looking economic indicator that measures manufacturing and services activity. A reading above 50 signals expansion, while below 50 indicates contraction.

Crypto markets, especially altcoins, are highly sensitive to liquidity and risk appetite. When PMI rises above 50 after a contraction phase, it typically signals improving growth expectations, stronger corporate activity, and loosening financial conditions.

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Historically, periods of macro expansion have coincided with greater investor willingness to rotate into higher-beta assets, including mid- and small-cap cryptocurrencies.

Bitcoin often reacts first to improving macro conditions, benefiting from institutional flows. Altcoin season tends to follow when investors move further out the risk curve in search of higher returns. In prior cycles, altcoin rallies have emerged during early-to-mid expansion phases when liquidity conditions improved but speculative excess had not yet peaked.

Current conditions: Pressure before rotation?

However, the present backdrop remains fragile.

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According to a CryptoQuant analyst, 38% of altcoins are trading near their all-time lows, a worse reading than both April 2025 (35%) and even the immediate aftermath of the FTX collapse (37.8%). This marks the deepest regression for altcoins in the current cycle, underscoring persistent risk aversion.

Can PMI above 50 trigger Altcoin Season in 2026? - 2
Percentage of altcoins near ATL | Source: Cryptoquant

Moreover, the Bitcoin Dominance (BTC.D) chart reinforces this narrative. Dominance remains elevated near 58–59%, after peaking around 60% in February.

Can PMI above 50 trigger Altcoin Season in 2026? - 3
Bitcoin Dominance chart | Source: Crypto.News

While BTC.D has pulled back slightly from local highs, it has not broken into a decisive downtrend, a necessary condition for sustained altcoin outperformance.

For a PMI-driven altcoin season to materialize, three things likely need to occur simultaneously: PMI moving sustainably above 50, Bitcoin consolidating rather than trending sharply higher, and BTC dominance breaking below key support to confirm capital rotation.

Until then, macro stabilization may first benefit Bitcoin before liquidity meaningfully spreads into the broader altcoin market.

In short, a PMI recovery could be the spark, but dominance trends suggest altcoin season has not yet begun.

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Riot Posts Record $647M Revenue in 2025 as Bitcoin Miners Struggle

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Crypto Breaking News

Riot Platforms (NASDAQ: RIOT) closed 2025 with a record revenue footprint, anchored by a surge in Bitcoin (CRYPTO: BTC) mining and a strategic pivot toward AI-friendly data infrastructure. The miner reported $647.4 million in revenue for the year, up 72% from $376.7 million in 2024, with Bitcoin mining revenue accounting for the bulk of that rise — $576.3 million — as the company’s hashrate climbed and Bitcoin prices firmed. The year saw Riot mine 5,686 BTC, up from 4,828 BTC in 2024. The average cost to mine one Bitcoin, excluding depreciation, rose to $49,645 from $32,216 in 2024, reflecting a 47% increase in the global network hashrate and higher mining difficulty, though power credits grew 68% over the year, helping offset some costs. Engineering revenue also climbed to $64.7 million from $38.5 million in 2024.

Key takeaways

  • Full-year revenue reached $647.4 million, a 72% year-over-year rise, driven largely by Bitcoin mining.
  • Bitcoin mining revenue totaled $576.3 million in 2025, with Riot producing 5,686 BTC for the year.
  • The average cost to mine one BTC rose to $49,645 due to a 47% jump in the global network hashrate and higher mining difficulty; power credits rose 68% to help compensate.
  • Riot still posted a net loss of $663 million for 2025 due to accounting adjustments and the paper value of its Bitcoin holdings, though adjusted EBITDA reached $13 million.
  • At year-end, Riot held 18,005 BTC on its balance sheet (3,977 BTC pledged as collateral), valued at about $1.6 billion at the period’s price; the company maintained $309.8 million in cash, including $76.3 million restricted.
  • The year featured notable strategic moves, including an AMD data-center agreement and the sale of Bitcoin to fund a 200-acre land purchase in Rockdale, Texas, amid activist pressure to accelerate a pivot toward AI/HPC infrastructure.

Tickers mentioned: $BTC, $RIOT, $AMD

Sentiment: Neutral

Market context: The 2025 crypto cycle remained volatile, with miners navigating lower price environments and rising mining difficulty as global hashrates expanded. Riot’s results reflect both the resilience of Bitcoin mining revenue and the pressures of noncash accounting on reported profits, while the sector-wide shift toward data-center and AI infrastructure gained pace among peers.

Why it matters

Riot’s 2025 numbers underscore the enduring profitability potential of Bitcoin mining when operational scale and efficiency align with favorable Bitcoin price trends. The company’s ability to produce 5,686 BTC in a year demonstrates the continued relevance of large-scale, purpose-built mining operations even as macro conditions vary. Yet the sizable net loss for 2025 highlights the distinction between cash generation and reported earnings, driven by noncash accounting adjustments and the mark-to-market treatment of Bitcoin holdings. For investors, the key takeaway is whether Riot’s business model can convert its rising revenue into sustainable cash flow as it diversifies beyond mining into AI-focused data-center infrastructure.

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Riot’s strategic pivot toward AI and HPC infrastructure is a central theme in the sector. The company’s leadership has signaled a broader trend among leading miners to repurpose existing power capacity for AI workloads, aligning with a market where demand for GPU-accelerated data centers and related services remains robust. This pivot aligns Riot with peers that have begun converting mining capacity into AI computing, a move that could unlock new monetization avenues beyond BTC production. The balance between mining economics and the potential upside from AI/HPC deployments will be critical to assess in the coming quarters, particularly as the company explores capital allocation decisions that could affect liquidity and leverage metrics.

The year’s narrative is also shaped by external pressures from activist investors. Starboard Value’s position suggested the AI/HPC pivot could unlock a valuation up to $21 billion, a view that intensifies scrutiny on how Riot deploys capital and scales its non-mining businesses. The broader mining ecosystem is undergoing a similar transformation, with other miners converting facilities and power capacity into data-center operations. In this environment, Riot’s execution on both mining efficiency and AI-centric expansion will be watched closely by holders and analysts alike.

Beyond Riot’s internal dynamics, the sector faced notable earnings results from peers during 2025. Core Scientific reported Q4 revenue of $79.8 million, down 16% year over year and short of estimates, while TeraWulf posted quarterly mining revenue of $35.8 million, below expectations. Marathon Digital Holdings (MARA) faced a steeper quarterly loss of $1.71 billion as revenue declined, underscoring the difficult backdrop for miners even as some players pursue diversification into AI infrastructure. The industry’s earnings narrative in 2025 highlighted both the fragility of pure mining profits and the potential for strategic pivots to sustain growth.

Riot’s year-end results also mirror a broader financial landscape in crypto by illustrating how the balance sheet interacts with price movements. The company finished the year with 18,005 BTC on hand, including nearly 4,000 BTC pledged as collateral, valued at approximately $1.6 billion using year-end Bitcoin prices. With $309.8 million in cash and $76.3 million restricted, Riot’s liquidity position provides a foundation for ongoing investments, including data-center expansions and potential acquisitions linked to its AI/HPC strategy. The role of Bitcoin as a treasury asset remains a focal point for investors evaluating the risk-reward profile of mining-centric businesses in a volatile market.

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What to watch next

  • Progress of the AMD data-center agreement and any related deployment milestones at Riot’s facilities.
  • Updates on the Rockdale, Texas land development and whether additional capital is deployed toward AI/HPC infrastructure.
  • Regulatory or market developments that could impact mining economics or Bitcoin’s treasury treatment in Riot’s financials.
  • Future quarterly results for any signs of improved profitability from AI/data-center initiatives or changes in BTC holdings strategy.
  • Ongoing discourse with activists and any governance actions tied to Riot’s strategic pivot and capital allocation plan.

Sources & verification

  • Riot Platforms, Inc. announces full-year 2025 financial results and strategic highlights — official press release.
  • Riot Platforms’ 2025 earnings report (PDF): Riot earnings report. Source: Riot.
  • Details on the AMD data-center agreement and Rockdale land purchase: Riot Platforms Bitcoin AI HPC Texas land deal — original reporting.
  • Activist investor Starboard Value commentary on Riot’s strategic pivot and potential valuation upside: Starboard Value discussion.
  • Industry context on AI infrastructure and mining sector shifts: article on AI-focused data centers and high-yield bonds in BTC mining.

Riot Platforms’ 2025 results reflect a record top line and a pivot toward AI infrastructure

Riot Platforms (NASDAQ: RIOT) posted a year that underscored both the durability of large-scale Bitcoin mining and the strategic tension between traditional mining economics and the opportunity set created by AI-centric data centers. The revenue trajectory was unmistakable: a $647.4 million top line, a 72% ascent from the prior year, with BTC-driven mining revenue powering the majority of that growth. The company’s annual Bitcoin production reached 5,686 BTC, a solid step up from 4,828 BTC in 2024, illustrating how scale and efficiency can translate into tangible output even amid a volatile crypto environment. The mining segment’s strength is tempered by cost dynamics that have evolved in tandem with a rapidly expanding network hashrate — up 47% globally — and a corresponding rise in mining difficulty. Excluding depreciation, Riot’s estimated custo to mine a single Bitcoin rose to $49,645, a signal that margins can compress when the network grows quickly, though the resilience of power credits, which rose 68% in the year, helped cushion some of that pressure.

The company’s 2025 earnings narrative was not simple arithmetic. A net loss of $663 million dominated headlines, but much of that figure traces noncash accounting adjustments and changes in the paper value of Riot’s Bitcoin holdings. When noncash items are stripped away, adjusted EBITDA stood at $13 million for the year. Investors were reminded that cash-generating capacity can coexist with paper losses on the balance sheet, a dynamic that has become increasingly common among miners that carry substantial Bitcoin positions on their books. The disclosures around these noncash effects underscore the importance of parsing GAAP results from the underlying cash flow and operating performance when evaluating Riot’s long-term trajectory.

On the balance sheet, Riot ended 2025 with a sizable cache of Bitcoin — 18,005 BTC — worth roughly $1.6 billion using year-end prices, of which 3,977 BTC were pledged as collateral. The company also held $309.8 million in cash, with $76.3 million classified as restricted. These figures provide Riot with a degree of financial flexibility as it navigates capital allocations in a field that remains sensitive to Bitcoin’s price trajectory and mining economics. The year’s liquidity position supports ongoing initiatives tied to the AI/HPC pivot, including potential expansions of data-center capacity or related partnerships.

Strategically, Riot’s year highlighted deliberate steps toward redefining its role beyond pure mining. In January, Riot struck a data-center agreement with AMD (NASDAQ: AMD), signaling a potential shift toward AI accelerator workloads and high-performance computing. In tandem, the company disclosed plans to monetize Bitcoin to fund a 200-acre land purchase in Rockdale, Texas, a move that aligns with a broader push to increase on-site compute capacity while pursuing productive uses for capital. Activist investor Starboard Value pressed for a more accelerated pivot into AI infrastructure, arguing that the transformation could unlock substantial value. This tension between immediate mining returns and longer-term data-center profitability mirrors a wider industry debate about how miners should allocate capital as demand for AI infrastructure continues to grow.

Riot’s narrative sits within a broader ecosystem of miners pursuing similar diversification. Peers such as Hive, Hut 8, TeraWulf, and Iren have repurposed some of their power assets for data-center operations, while CoreWeave has moved toward fully AI infrastructure. The evolving earnings mix reflects an industry-wide recalibration: mining revenues remain a foundational contributor, but AI-focused data centers promise new avenues for revenue and margin expansion if executed with discipline and scale. The 2025 results thus offer a snapshot of a sector in transition — one where the fate of an individual miner hinges on execution across multiple fronts: efficiency, balance-sheet discipline, capital allocation, and the ability to monetize AI compute opportunities as demand for AI workloads climbs.

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Looking ahead, Riot’s path will depend on how successfully it translates its AI/HPC ambitions into tangible earnings and how it navigates Bitcoin’s price volatility. The company’s forthcoming disclosures and quarterly updates will be critical for assessing whether the AI pivot can meaningfully augment free cash flow and provide a sustainable alternative to mining-driven revenue. As miners balance the traditional economics of BTC production with the strategic imperative to invest in AI infrastructure, Riot’s 2025 experience could serve as a bellwether for the broader market’s willingness to embrace diversification as a route to enduring profitability.

Risk & affiliate notice: Crypto assets are volatile and capital is at risk. This article may contain affiliate links. Read full disclosure

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Riot Reports Record $647M Revenue in 2025, Holds $1.6B in Bitcoin

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Riot Reports Record $647M Revenue in 2025, Holds $1.6B in Bitcoin

Riot Platforms posted record annual revenue of $647.4 million for 2025, up 72% from $376.7 million a year earlier.

In a Monday announcement, the company said the increase was driven by a $255.3 million jump in Bitcoin (BTC) mining revenue, which reached $576.3 million in 2025 amid a rise in operational hashrate and higher average Bitcoin prices. During the year, Riot produced 5,686 Bitcoin, up from 4,828 BTC in 2024.

The average cost to mine one Bitcoin, excluding depreciation, climbed to $49,645 from $32,216 in 2024. Riot attributed the higher cost largely to a 47% increase in the global network hashrate, which increased mining difficulty. That impact was partly offset by a 68% increase in power credits received during the year, the company said. Engineering revenue also rose, reaching $64.7 million compared with $38.5 million in 2024.

Riot earnings report. Source: Riot

Despite the record performance, Riot reported a net loss of $663 million because of accounting adjustments and changes in the paper value of its Bitcoin holdings. Adjusted earnings before interest, taxes, depreciation and amortization (EBITDA) for the year was $13 million.

Related: High-yield bond surge signals rising risk, demand in BTC mining, AI infrastructure

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Riot closes 2025 with 18,005 BTC worth $1.6 billion

Riot ended 2025 with 18,005 Bitcoin on its balance sheet, including 3,977 BTC pledged as collateral. Based on a year-end Bitcoin price of $87,498, those holdings were valued at roughly $1.6 billion. The company also held $309.8 million in cash, of which $76.3 million was restricted.

In January, Riot signed a data center agreement with chipmaker AMD and sold Bitcoin to buy 200 acres of land in Rockdale, Texas. The move came after activist investor Starboard Value said the company’s shift toward artificial intelligence and high-performance computing could carry a valuation of up to $21 billion, urging the Bitcoin miner to accelerate the pivot.

Riot shares. Source: Yahoo Finance

Riot’s shift toward AI and data centers comes amid similar moves by other major miners. Companies including Hive, Hut 8, TeraWulf and Iren are converting mining facilities and power capacity into data-center operations, and some players such as CoreWeave have already transitioned fully into AI infrastructure.

Related: Trump family-backed miner American Bitcoin posts $59M quarterly loss

Bitcoin miners struggle amid crypto slump

Several publicly traded Bitcoin miners faced pressure in 2025 as crypto prices weakened. Core Scientific reported fourth-quarter revenue of $79.8 million, down 16% year-on-year and below analyst forecasts, with mining revenue almost halved to $42.2 million.

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TeraWulf also missed estimates, reporting quarterly revenue of $35.8 million, down from $50.6 million in the previous quarter and below expectations. MARA Holdings posted even steeper losses. The miner reported a fourth-quarter net loss of $1.71 billion, compared with net income of $528 million a year earlier, as revenue slipped 6% to $202.3 million.

Magazine: Bitcoin may take 7 years to upgrade to post-quantum — BIP-360 co-author