LiquidatedAgain

Under the dual drive of computing power and incentives, reinforcement learning is reshaping the underlying logic of decentralized AI training. When this "post-training" technology meets blockchain's economic incentive mechanisms, a paradigm-shifting revolution about "how intelligence is produced, aligned, and value is distributed" is brewing.
Why has reinforcement learning suddenly become the new favorite in AI?
Last year's emergence of DeepSeek-R1 brought a long-overlooked technical approach back into the spotlight—Reinforcement Learning (RL). Previously, the industry generally regarded reinforcement learning as just a tool for value alignment, mainly used for fine-tuning model behavior. But now, it is evolving into a core technical pathway for systematically enhancing AI reasoning capabilities.
From a technical stage perspective, the training of modern LLMs is divided into three stages, each playing a different role in AI capability development:
Pre-training is the foundation, built through self-supervised learning on trillions of pieces of data.

A research report predicts that the crypto industry will undergo significant transformation, from AI agent economy to perpetual contract DEX, and privacy infrastructure. The entire ecosystem is moving towards institutionalization. By 2026, prediction markets, on-chain credit, and other components are expected to become part of the financial infrastructure, driving the industry toward maturity.

According to on-chain data monitoring, Brother Maiji's 10,800 ETH with 25x leverage long position is currently in a loss. The position has a market value of approximately $33.62 million, with an average entry price of $3,138.43.
Compared to the unrealized profit at the ETH price peak on January 7, this long position has experienced a massive decline of over $2 million. The current unrealized loss has reached $287,000. In leveraged trading, such a drawdown is enough to attract market attention.

Bitcoin inscriptions are an innovation that assigns a unique serial number to the smallest unit of Bitcoin, "satoshi," through the Ordinals protocol, enabling data to be permanently stored on the blockchain. Users can inscribe content on satoshis to generate digital assets, following the "first come, first served" principle. Inscription creation can be done via self-hosted nodes or third-party platforms, and can also be purchased on the market. However, potential risks include poor liquidity, non-refundable Gas fees, and high technical barriers. Compared to Ethereum NFTs, Bitcoin inscriptions have the advantage of data permanence, but the ecosystem is still immature.

Zero-knowledge proof is a technology that allows one to prove the truth of a statement without revealing specific information. It is widely used in blockchain to address issues such as privacy, performance bottlenecks, and trust costs. It enables users to conduct anonymous transactions, verify identities, perform verifiable computations, and plays a key role in Layer2 scaling solutions. However, it still faces challenges such as high hardware costs, high verification fees, trust assumptions, and threats from quantum computing. In the future, it is expected to enhance the performance and security of blockchain applications.

The article introduces common slang in the cryptocurrency community, including categories such as emotions and mindset, operations and market, personalities and holdings, and trading outcomes, helping newcomers understand crypto community communication. It also emphasizes rational investing, warns against FOMO and FUD emotions, and advises avoiding follow-the- crowd losses.

According to market reports, the US December CPI data will be announced externally at 21:30 Beijing time tonight, marking an important release of recent macroeconomic indicators.
Several international financial institutions have already provided their expectations, generally anticipating that the US December unadjusted CPI year-over-year will record 2.7%. This data is crucial for the Federal Reserve's future policy direction and has a profound impact on the global risk asset market trends.
As a key indicator reflecting the level of inflation in the United States, the CPI release often triggers market volatility. Traders need to closely monitor the actual performance of this data and the degree of deviation from expectations to adjust their investment strategies.

Trump discussed the progress of attracting American economic investment during the interview, acknowledging that there is a time lag between policy implementation and effectiveness assessment. He emphasized that although a large amount of capital has been attracted, it still takes time to verify the effects of economic transformation, and pointed out that the current policy outcomes and their impact on the 2024 election are uncertain.

On-chain data monitoring platform Lookonchain detected that a super whale, after holding positions for half a year, suddenly transferred 750 million PUMP tokens to Hyperliquid exchange, facing a risk of a $1.51 million loss. This shift sends a clear market risk signal that warrants the attention of participants.

Cryptocurrency conversion tools provide investors with real-time accurate asset exchange capabilities, especially for conversions between Bears and Salmon (BANDS) and mainstream fiat currencies. These tools utilize real-time market data to help investors obtain instant exchange rates, support multi-currency conversions, and improve decision-making efficiency. Whether for active traders or long-term investors, conversion tools are highly valuable for asset valuation, trading strategy optimization, and better management of digital assets.

Astrology and metaphysics are becoming increasingly popular in the crypto market, serving as psychological support for traders to cope with anxiety and uncertainty. The application of "Life K-line" generates personal K-line charts based on birth charts, with popularity rapidly rising, reflecting traders' demand for false certainty. Social attributes and confirmation bias make metaphysics popular in the crypto circle, providing a platform for people to discuss collectively and alleviate anxiety. Ultimately, what traders seek is not real prediction, but psychological comfort and support.