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From ICO hype to AI utility: The evolution of crypto agents in Web3

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The rise of AI-driven crypto agents is following a familiar trajectory that mirrors the initial boom, bust and resurgence of ICO-era projects. Just as early blockchain ventures thrived on hype before maturing into sustainable ecosystems, the current wave of AI agent projects is undergoing rapid market shifts. 

A new report by HTX Ventures and HTX Research says that investors are growing cautious as competition in the sector intensifies, liquidity disperses and many projects struggle to define clear use cases. Still, as the sector moves beyond its speculative phase, AI-driven crypto agents are expected to evolve sustainable business models underpinned by genuine utility.

To dive deeper into the evolution of crypto agents and the future of AI-driven blockchain innovation, download the full report by HTX here.

From meme hype to reality: The evolution of crypto agents

The initial wave of crypto agent projects in 2024 was driven by indiscriminate enthusiasm for AI projects. Following the impact of a $50,000 Bitcoin donation from Marc Andreessen in October 2024 and the success of token launchpads earlier in the year, many AI agent projects entered the space in Q1 of 2024 and rapidly diluted liquidity by Q1 of 2025. As with any emerging sector, early-stage hype did not always translate into long-term viability, and a cooling-off period in the crypto AI agent sector followed.

The market segment is now entering a more mature phase, and the focus is shifting from speculative excitement to revenue generation and product performance. The winners in this evolving landscape will be those that can generate stable revenue, cover the costs of running AI models and provide tangible value to users and investors alike.

AI agent applications emphasize real-world implementation and commercialization of this technology, particularly in areas like automated trading, asset management, market analysis and crosschain interaction. This approach aligns with multi-agent systems and DeFAI (decentralized finance + AI) initiatives like Hey Anon, GRIFFAIN and ChainGPT.

Recent research highlights the advantages of multi-agent systems (MAS) in portfolio management, particularly in cryptocurrency investments. Projects such as Griffain, NEUR, and BUZZ have already demonstrated how AI can help users interact with DeFi protocols and make informed decisions. Unlike single-agent AI models, multi-agent systems leverage collaboration among specialized agents to enhance market analysis and execution. These agents function in teams, such as data analysts, risk evaluators and trading execution units, each trained to handle specific tasks. 

MAS frameworks also introduce inter-agent communication mechanisms, where agents within the same team refine predictions through collective learning, reducing errors in market trend analysis. The next phase of DeFAI will likely involve deeper integration of decentralized governance models, where multi-agent systems participate in protocol management, treasury optimization and onchain compliance enforcement.

To dive deeper into the evolution of crypto agents and the future of AI-driven blockchain innovation, download the full report by HTX here.

DeepSeek-R1: A breakthrough in AI agent training

A breakthrough in AI agent technology arrived with DeepSeek-R1, an innovation that challenges traditional AI training methods. Unlike previous models, which relied on supervised fine-tuning (SFT) followed by reinforcement learning (RL), DeepSeek-R1 takes a different approach, optimizing entirely through reinforcement learning without an initial supervised phase. This shift has led to remarkable improvements in reasoning capabilities and adaptability, paving the way for more sophisticated AI-driven crypto agents.

To understand this paradigm shift, consider two different approaches to learning. In the Traditional SFT and RL model, a student first studies from a workbook, practicing problems with set answers (SFT), and then receives tutoring to refine their understanding (RL). In contrast, with the DeepSeek-R1 Model (Pure Reinforcement Learning), the student is thrown directly into an exam and learns through trial and error. This approach allows the student to improve dynamically based on feedback rather than relying on pre-defined answers.

Leveraging DeepSeek-R1’s pure RL model, AI agents learn through trial and error in real-world conditions, dynamically adjusting their strategies based on immediate feedback.

This method allows for greater adaptability, making it particularly useful for multi-agent AI systems in DeFi, where real-time market fluctuations require agents to make autonomous, data-driven decisions​. For example, AI-powered agents can monitor liquidity pools, detect arbitrage opportunities and optimize asset allocations based on real-time market conditions. These agents adapt quickly to market fluctuations, ensuring more efficient capital deployment.

Launched in late November 2024, iDEGEN is the first crypto AI agent built on DeepSeek R1. This integration of DeepSeek’s R1 model emphasizes how crypto AI agents can inherit such enhanced reasoning capabilities, competing with other established AI models at a fraction of the cost.  

This shift toward RL-powered, multi-agent AI in DeFi automation underscores why closed-source AI models (such as OpenAI’s GPT-based systems) are becoming an unsustainable expense. With workflows often requiring the processing of 10,000+ tokens per transaction, closed AI models impose significant computational costs, limiting scalability. In contrast, open-source RL models like DeepSeek-R1 allow for decentralized, cost-efficient AI development tailored for DeFi applications​.

The future of AI agents in Web3

The key to longevity in this sector lies in continuous innovation, adaptability and cost efficiency. Open-source AI models like DeepSeek-R1 are lowering the barriers to entry, allowing blockchain-native startups to develop specialized AI solutions. Meanwhile, advancements in DeFAI and multi-agent systems will drive long-term integration between AI and decentralized finance. 

The takeaway is clear: Projects must prove their value beyond hype. Those who develop sustainable economic models and leverage cutting-edge AI advancements will define the future of intelligent blockchain ecosystems. The ICO era of crypto agents is evolving, and the next wave of winners will be the ones that can turn innovation into long-term viability.

To dive deeper into the evolution of crypto agents and the future of AI-driven blockchain innovation, download the full report by HTX here.

Disclaimer. Cointelegraph does not endorse any content or product on this page. While we aim at providing you with all important information that we could obtain in this sponsored article, readers should do their own research before taking any actions related to the company and carry full responsibility for their decisions, nor can this article be considered as investment advice.

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.

Cointelegraph does not endorse the content of this article nor any product mentioned herein. Readers should do their own research before taking any action related to any product or company mentioned and carry full responsibility for their decisions.

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Coin Market

Bitcoin traders are overstating the impact of the US-led tariff war on BTC price

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Despite Bitcoin’s 2.2% gains on April 1, BTC (BTC) hasn’t traded above $89,000 since March 7. Even though the recent price weakness is often linked to the escalating US-led global trade war, several factors had already been weighing on investor sentiment long before President Donald Trump announced the tariffs.

Some market participants claimed that Strategy’s $5.25 billion worth of Bitcoin purchases since February is the primary reason BTC has held above the $80,000 support. But, regardless of who has been buying, the reality is that Bitcoin was already showing limited upside before President Trump announced the 10% Chinese import tariffs on Jan. 21.

Gold/USD (left) vs. Bitcoin/USD (right). Source: TradingView / Cointelegraph

The S&P 500 index hit an all-time high on Feb. 19, exactly 30 days after the trade war began, while Bitcoin had repeatedly failed to hold above $100,000 for the previous three months. Although the trade war certainly affected investor risk appetite, strong evidence suggests Bitcoin’s price weakness started well before President Trump took office on Jan. 20.

Spot Bitcoin ETFs inflows, strategic Bitcoin reserve expectations and inflationary trends

Another data point that weakens the relation with tariffs is the spot Bitcoin exchange-traded funds (ETFs), which saw $2.75 billion in net inflows during the three weeks following Jan. 21. By Feb. 18, the US had announced plans to impose tariffs on imports from Canada and Mexico, while the European Union and China had already retaliated. In essence, institutional demand for Bitcoin persisted even as the trade war escalated.

Part of Bitcoin traders’ disappointment after Jan. 21 stems from excessive expectations surrounding President Trump’s campaign promise of a “strategic national Bitcoin stockpile,” mentioned at the Bitcoin Conference in July 2024. As investors grew impatient, their frustration peaked when the actual executive order was issued on March 6.

A key factor behind Bitcoin’s struggle to break above $89,000 is an inflationary trend, reflecting a relatively successful strategy by global central banks. In February, the US Personal Consumption Expenditures (PCE) Price Index rose 2.5% year-over-year, while the eurozone Consumer Price Index (CPI) increased by 2.2% in March.

Investors turn more risk-averse following weak job market data

In the second half of 2022, Bitcoin’s gains were driven by inflation soaring above 5%, suggesting that businesses and families turned to cryptocurrency as a hedge against monetary debasement. However, if inflation remains relatively under control in 2025, lower interest rates would favor real estate and stock markets more directly than Bitcoin, as reduced financing costs boost those sectors.

US CPI inflation (left) vs. US 2-year Treasury yield (right). Source: TradingView

Related: Coinbase sees worst quarter since FTX collapse amid industry bloodbath

The weakening job market also dampens traders’ demand for risk-on assets, including Bitcoin. In February, the US Labor Department reported job openings near a four-year low. Similarly, yields on the US 2-year Treasury fell to a six-month low, with investors accepting a modest 3.88% return for the safety of government-backed instruments. This data suggests a rising choice for risk aversion, which is unfavorable for Bitcoin.

Ultimately, Bitcoin’s price weakness stems from investors’ unrealistic expectations of BTC acquisitions by the US Treasury, declining inflation supporting potential interest rate cuts, and a more risk-averse macroeconomic environment as investors turn to short-term government bonds. While the trade war has had negative effects, Bitcoin was already showing signs of weakness before it began.

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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Trump-affiliated crypto mining venture mulls IPO — Report

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American Bitcoin Corp., a Trump family-backed crypto mining operation, has plans to raise additional capital, including through an initial public offering (IPO), according to an April 1 report by Bloomberg. 

On March 31, Hut 8 — a publicly traded Bitcoin (BTC) miner — acquired a majority stake in American Bitcoin (formerly American Data Centers), whose founders include Donald Trump Jr. and Eric Trump. 

After the deal announcement, Hut 8 transferred its Bitcoin mining equipment into the newly created entity, which is not yet publicly traded. 

While American Bitcoin will focus on crypto mining, Hut 8 plans to target data center infrastructure for use cases such as high-performance computing. The deal “evolves Hut 8 toward more predictable, financeable, lower-cost-of-capital segments,” Asher Genoot, CEO of Hut 8, said in a statement.

“So you can see this in the long term as two sister publicly traded companies,” Genoot told Bloomberg. “One that is energy, infrastructure data centers and the other one that’s Bitcoin, AISCs and reserves and together they form a vertically integrated company that has some of the best economics out there.”

According to Bloomberg, American Bitcoin is working with Bitmain, a Chinese Bitcoin mining hardware supplier. Bitmain has faced scrutiny after the US blacklisting of its artificial intelligence affiliate Sopghgo, Bloomberg reported. 

Bitcoin mining revenues per quarter. Source: Coin Metrics

Related: Analysts eye Bitcoin miners’ AI, chip sales ahead of Q4 earnings

Pivoting to new business lines

Bitcoin miners are increasingly pivoting toward alternative business lines, such as servicing artificial intelligence models, after the Bitcoin network’s April 2024 “halving” cut into mining revenues.

Halvings occur every four years and cut in half the number of BTC mined per block.

Miners are “diversifying into AI data-center hosting as a way to expand revenue and repurpose existing infrastructure for high-performance computing,” Coin Metrics said in a March report.

Declining cryptocurrency prices have put even more pressure on Bitcoin miners in 2025, according to a report by JPMorgan.

Magazine: Elon Musk’s plan to run government on blockchain faces uphill battle

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Coin Market

Circle files for Initial Public Offering planned for April

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Crypto stablecoin issuer Circle Internet Group has filed with the US Securities and Exchange Commission to go public on the New York Stock Exchange.

The USDC (USDC) issuer is planning to list its Class A common stock under the symbol “CRCL,” according to its April 1 Form S-1 registration statement with the SEC.

Circle’s prospectus does not detail the number of shares to be offered or what its initial public offering target price will be.

The filing also showed that Circle brought in $1.67 billion in revenue for 2024, a 16% year-on-year increase.

Its net income last year was $155.6 million — a 41.8% fall from 2023, while 2022 saw a net loss of $761.7 million.

Circle’s financials over the last three years ended Dec. 31. Source: SEC

Over 99% of Circle’s revenue last year came from its stablecoin reserves, the filing showed. The company generates income by holding yield-bearing treasury bills.

Circle has previously attempted to go public via a Special Purpose Acquisition Company (SPAC) merger in 2021— which it abandoned in December 2022 — and again in January 2024 via a confidential filing with the SEC.

Related: Circle, Intercontinental Exchange to explore stablecoin integration

Crypto exchange Kraken and blockchain security firm BitGo are among the other industry players also reportedly seeking a public listing either this year or early 2026.

Circle became the first stablecoin issuer to receive regulatory approval in Japan on March 25 — launching USDC on the SBI VC Trade crypto exchange the following day.

USDC is the second-largest stablecoin by market cap at $60.1 billion, trailing only Tether (USDT) at $143.9 billion, CoinGecko data shows.

Magazine: Unstablecoins: Depegging, bank runs and other risks loom

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