Klein Labs

Key HighlightsFrom Vassal to Sovereign: A Paradigm Shift for MemesMemeCore breaks the old pattern of meme projects depending on major public chains. Through a native public chain + cultural consensus architecture, it promotes the leap of memes from "speculative symbols" to "structured assets." Its on-chain transaction volume and market capitalization have verified the feasibility of this model.A Closed-Loop Revolution in the Attention EconomyMemeCore, for the first time, deeply integrates the...

This article was published by Aquarius Capital in conjunction with Klein Labs Introduction Since 2024, Real-World Assets (RWA) have reemerged as one of the core narratives in the crypto market. From s tablecoins to U.S. Treasuries, and even experimental stocks and non-standard assets, the on-chain transformation of real-world assets is transitioning from a validation phase to an expansion phase. This shift is driven not only by technological maturity but also by a clearer global regulatory en...

Key HighlightsThe Structural Turning Point of Identity Systems Has Arrived, with AI Agents Taking Center StageThe Web3 identity mechanism is shifting from a singular focus on "human authenticity verification" to a new paradigm of "behavior-oriented + multi-agent collaboration." As AI Agents rapidly penetrate core on-chain scenarios, traditional static identity verification and declarative trust systems are increasingly inadequate to support complex interactions and risk prevention.Trusta.AI P...

1. IntroductionIn the world of Web3, data is transitioning from static information to dynamic assets. In particular, users' social behavior data is becoming the most valuable yet underexplored "digital mineral" in the AI era. The immense value embedded in the social data generated every minute remains largely untapped. We observe that Web3's reality is fragmented: on one hand, we witness explosive growth in vertical protocols like DeFi, NFTs, and GameFi, with users generating vast a...

SummaryDriven by policy relaxation, active capital, and widespread public participation, South Korea is rapidly emerging as a key growth hub in the global cryptocurrency market. Compared to Singapore’s tightening regulations and the slower development in Hong Kong and Japan, South Korea demonstrates stronger policy enforcement and market momentum. TL;DR:Explosive Market Growth In 2024, South Korea’s total crypto market capitalization surpassed $74.8 billion, with the top five exchanges managi...

This article was published by Aquarius Capital in conjunction with Klein Labs, with special thanks to eco-projects especially NAVI Protocol , Bucket Protocol , Comma3 Ventures and ExVul for their technical guidance and support during the research process.TL;DRThe Cetus vulnerability originates from the contract implementation, not the SUI or Move language itself: This attack is rooted in the lack of boundary checks on the arithmetic functions in the Cetus protocol - a logical vulnerability ca...

1. Industry Background and Current Status Analysis1.1 Overview of DeSciFrom the artisanal era of workshop production relying on human collaboration to the mechanized era reshaped by steam-power factories; from the standardized scale economy spurred by assembly lines in the electrical era to the global supply chain revolution triggered by computer technology in the information age; and now to the AI era driven by algorithmic models in intelligent decision networks—each technological revolution...

As Web3 enters a new adjustment period, TGE is no longer merely a fundraising tool but has evolved into a battleground where projects engage with market dynamics. In the current climate of liquidity contraction and waning investor confidence, the questions of how to launch and in what manner have become critical considerations for project teams. IDO, a prevalent TGE mechanism, has a storied history. Platforms like CoinList once birthed numerous blockbuster projects through IDOs. However, as t...

1. Research Introduction1.1 Research BackgroundThis year, the market has been buzzing about VC-backed tokens with high Fully Diluted Valuations (FDV) but low circulating Market Caps (MC). With new tokens launched in 2024, the MC/FDV ratio has dropped to its lowest level in three years, signaling a massive wave of future token unlocks. While the initial low supply might pump prices short-term as demand spikes, this hype lacks staying power. Once unlocks flood the market, oversupply risks tanki...

1. Perps: From Off-Chain to On-ChainIn Web3, 'Fully On-Chain' is widely regarded as the gold standard. By leveraging blockchain ledgers to establish ownership of assets and transparently record all transaction activities, this process rides the historical wave of decentralization, relentlessly churning the tides of wealth 24/7. Though the on-chain ecosystem may resemble a dark forest, it is the very soil upon which we depend for survival. It is an indisputable fact that blockchain i...

1. Abstract1.1 IntroductionIn our previous report, we explored ICP’s development journey and strategic vision. Recently, at a technology forum in Argentina, ICP’s founder and DFINITY President, Dominic Williams, delivered a keynote speech outlining his vision for the future of decentralized computing. His remarks sparked widespread discussion in the industry, particularly as he emphasized how ICP is pushing boundaries by integrating blockchain technology with AI. This vision highlights the po...

1. Background Overview1.1 Introduction: "New Partners" in the Intelligent EraEach cryptocurrency cycle brings forth new infrastructure that drives the development of the entire industry.In 2017, the rise of smart contracts spurred the booming growth of ICOs.In 2020, liquidity pools on DEXs ignited the summer surge of DeFi.In 2021, the emergence of numerous NFT collections marked the advent of the digital collectibles era.In 2024, the outstanding performance of pump.fun led to a wave of memeco...