Observer, experiencer, researcher in crypto circle over 8 years.

The $390M Revenue Protocol Nobody Noticed: 7 Statistical Impossibilities From November
When markets completely miss the signal, asymmetric opportunities emerge. Here's what November revealed about crypto's broken pricing mechanisms—and the frameworks that turn inefficiency into edge.

The $390M Revenue Protocol Nobody Noticed: 7 Statistical Impossibilities From November
When markets completely miss the signal, asymmetric opportunities emerge. Here's what November revealed about crypto's broken pricing mechanisms—and the frameworks that turn inefficiency into edge.

The $12 Billion Lie: Why Hyperliquid’s “Smaller” Numbers Beat Aster’s “Bigger” Ones in the Wild West of Crypto Trading
A statistical detective story reveals that everything you think you know about successful crypto exchanges is wrong

The $12 Billion Lie: Why Hyperliquid’s “Smaller” Numbers Beat Aster’s “Bigger” Ones in the Wild West of Crypto Trading
A statistical detective story reveals that everything you think you know about successful crypto exchanges is wrong

🚀 Web3 & Crypto 2025.1.1 Research Memo
Subscribe me! Part A: Growing New Projects (in descending order of popularity and engagement) 🔥 Sonic SVM Announced tokenomics with a total supply of 2.4 billion tokens. 57% allocated to the community, reinforcing community-driven growth. 🔥 FLock.io Launch of its mainnet and TGE (Token Generation Event) on Base network. 🔥 BIO Protocol Former MakerDAO founding team member joins to lead BioDAO’s AI Agent business. 🔥 Unichain Plans to introduce a new validator network by 2025. 🔥 HyperStakeX...

🚀 Web3 & Crypto 2025.1.1 Research Memo
Subscribe me! Part A: Growing New Projects (in descending order of popularity and engagement) 🔥 Sonic SVM Announced tokenomics with a total supply of 2.4 billion tokens. 57% allocated to the community, reinforcing community-driven growth. 🔥 FLock.io Launch of its mainnet and TGE (Token Generation Event) on Base network. 🔥 BIO Protocol Former MakerDAO founding team member joins to lead BioDAO’s AI Agent business. 🔥 Unichain Plans to introduce a new validator network by 2025. 🔥 HyperStakeX...
What are the best investment opportunities for BTC and ETH?
For mature investors, what matters more than probability is how much you can make if you get it right, and how much you can lose if you get it wrong. The market is a random walk, and the risks and returns are often asymmetrical, which is the source of investment opportunities and risks. Therefore, high risk and high return is not a good investment opportunity. We transform the risk-return relationship into odds, and divide investment opportunities into three categories: worst, best, and mediu...
What are the best investment opportunities for BTC and ETH?
For mature investors, what matters more than probability is how much you can make if you get it right, and how much you can lose if you get it wrong. The market is a random walk, and the risks and returns are often asymmetrical, which is the source of investment opportunities and risks. Therefore, high risk and high return is not a good investment opportunity. We transform the risk-return relationship into odds, and divide investment opportunities into three categories: worst, best, and mediu...