梭哈梭哈再梭哈

2025 should be the year with the fastest rotation of crypto narratives. Market attention shifts from one story to the next before the previous one is fully validated—Meme, InfoFi, RWA, stablecoins, privacy, prediction markets—the speed of narrative switching is unprecedented. The entire market is also beginning to show signs of fatigue and skepticism.

DeepSeek publishes a paper for the New Year, briefly explaining what makes it truly powerful👇 Paper title: "mHC: Manifold-Constrained Hyper-Connections" DeepSeek founder and CEO Liang Wenfeng is also among the authors. This is a technical paper focused on low-level architecture. Summarized in simple terms: three points:
1️⃣ Larger models are more stable. The previous HC (an upgraded residual connection) was very powerful, but training was prone to failure, mHC

This world still has a huge information gap. Manus's mainstream users are not the general internet population, but rather groups that use the tools consistently and genuinely—doctors, lawyers, teachers, and a large number of office workers. Its marketing is detailed and deeply targeted, which is no coincidence, but a continuation of the user understanding accumulated during the early development of Monica.

I have thoroughly reviewed the AMA session with Vlad @izebel_eth, the founder of Lighter @Lighter_xyz. This might be the most information-dense public discussion I've seen recently. If you want to truly understand Lighter's token, airdrops, business model, and what it ultimately aims to become, here are all the details you need to know. 1️⃣ Token and points system: $LIT 's core positioning Lighter

"6 Predictive Market Arbitrage Strategies Anyone Can Learn" Applicable to polymarket, opinion, Kalshi, and any other prediction markets 1️⃣ Three-choice Market Arbitrage Exists only in markets with mutually exclusive and exhaustive outcomes like "Win / Lose / Draw" (commonly seen in sports events). Arbitrage opportunities arise when the following conditions are met: Team A wins + Team B wins < Draw That is: as long as the probability of A winning + B winning <

Lighter vs Hyperliquid: Two Business Models of DEX
Both in the DEX track, Lighter @Lighter_xyz and Hyperliquid @HyperliquidX are taking two completely different paths. The difference is not in technology and performance, but in -- business structure.
1️⃣ Hyperliquid: Horizontal scaling mode, prioritizing scale amplification
Hyperliquid through Builder Codes +

Kuaishou Live was attacked, reportedly by hackers from the gray industry? The attack methods actually involve large-scale account farming + centralized supply, using time differences to push out illegal content, and employing basic countermeasures such as split screens / stickers / filters to win by quantity and break through machine reviews, squeezing human review queues. Kuaishou's problem lies in insufficient risk control strategies and emergency responses, not a model Algorithm issue.

Recommend an AI tool that all investors can use --- Edgen @EdgenTech -- No invitation code, non-public. Edgen is an AI market intelligence platform designed for traders, not an ordinary chatbot 🔥 The biggest advantage: supports both stock + Crypto Assets analysis!

Is it ICO season now? What is the truth about high FDV? 1️⃣ First, how is FDV actually "priced"? Many people think FDV is decided arbitrarily by the project team before TGE or ICO, but in reality, FDV is basically locked in during the project's first financing. The reason is simple — early VC valuations are based on two things: 🔹 how much percentage they want to take

🧵Pumpfun, Solana Foundation, and the founding team face a huge crisis -- a $5.5 billion lawsuit that has already entered the courtroom. What was once an "everyone knows" issue within the community has now officially entered the judicial process. This case, known as a $5.5 billion RICO class-action lawsuit, is pushing Pumpfun and the entire Solana ecosystem into unprecedented legal scrutiny. 1️⃣

🧵Review @ChainOpera_AI $COAI Whale coins how they step by step complete the harvest According to @Web3Tinkle teacher's tweet, this project, which completed a $17 million financing and successfully launched on Binance contracts, surprisingly almost completely copied an open-source project?? But it doesn't need to have value, as long as it is highly controlled, it's enough for the project team to complete a full round of harvesting 1️⃣

"Doll Sister" is a typical arbitrageur. "Doll Sister" methodology thinking: 1️⃣ When creating content: focus on studying platform algorithms rather than the content itself. She continuously monitors data changes (weight, interactions, recommendation anomalies). Instead of asking "what content is popular," she asks herself: what behaviors will be recommended by the algorithm? 2️⃣ Value the "window period" and act boldly. All dividends are viewed by Doll Sister as temporary anomalies. Pixiv bug: about

The universal downward logic of the crypto market
News sentiment:
Good news → Drop (profit-taking, sell when news comes out)
Bad news → Drop (panic selling)
No news → Drop (no one to take the order)
Fake news → Drop (market manipulation)
Project level:
Mainnet launch → Drop
CEX listing → Drop
Announcement of partnership → Drop
Roadmap update → Drop
Rebranding / renaming → Drop
Token supply:
Unlock → Drop

The truth about crypto: Crypto wallets themselves do not need to issue tokens. Meme coins are the fastest way to get rich in the crypto market. Market makers (MM) can always have the ability to wipe out your positions. The so-called "community" does not really exist; everyone is essentially just trying to make money. The group of people who were "passionate about art" back then are now mostly trapped by NFTs. No matter how fast a chain is, if you can't even handle airdrop claims, then it’s meaningless.

"Review of $FOLKS 's Crash: How to Use Data to Precisely Catch the Top?" $FOLKS from December 13--14, surged from $14.77 to $48.86, but on 12.14 between 11:00-14:00, dropped to $23--26, with a maximum decline of >50%. I will use data to tell you how to catch the top, but I do not recommend shorting. 1️⃣ Normal rally phase: price, OI, and nominal value rise synchronously. During the initial surge of $FOLKS :

The simplest method to prevent Twitter X account bans. It is recommended to use a dedicated clean IP. Sometimes, it's not your operation that gets your account banned, but rather ladder pollution causing wrongful bans. This applies to all social media: YouTube, TikTok, X, etc. As long as you're not an AI spam account and your VPN environment is fine, account bans do not occur.

3 upcoming ICO projects: 1️⃣ Octra @octra Fully Homomorphic Encryption (FHE) Privacy Computing L1 Launched on December 18th $20M Public Offering (FDV $200M) 2️⃣ Fogo @fogo Co-founded by former Jump Crypto executive Robert Sagurton @RobertSagurton Ultra-High Performance SVM L1:\<40ms block time,\ <1 second confirmation Designed 3️for institutional-level high-frequency trading scenarios ⃣ GensynAI

Correction: The Humidifi public sale cap is 500 USDC, which means the number of spots has doubled; this time there are 4,100 spots.