Indepth Research

Provide in-depth research reports and independent analysis, leveraging data, technology, and economic insights to deliver a comprehensive examination of the blockchain ecosystem, project potential, and market trends.

2% of Users Contribute 90% of Trading Volume: The True Portrait of Polymarket

A deep analysis of Polymarket's user base reveals a stark concentration of trading activity: just 2% of users, classified as high-frequency, high-volume professional traders (P6), generate nearly 90% of the platform's total trading volume. This contrasts with the 69% of users who are low-activity, small-scale participants (P2), driven primarily by major events like elections or sports. The study, analyzing three months of on-chain data, segments users into seven profiles based on transaction frequency (T1-T7) and volume (V1-V7). While the user base is dominated by infrequent, small-scale bettors, the trading volume is overwhelmingly controlled by a small cohort of algorithmic and systematic traders. This structural split directly influences market dynamics. Cryptocurrency markets are dominated by P6 traders, indicating heavy algorithmic activity. Sports markets attract a more diverse mix, including seasoned human bettors. Political markets have the highest share of users but are filled with event-driven, one-time participants. The findings have critical implications for fee structures. Polymarket's current tiered fees—highest for crypto (1.80%), lower for sports (0.75%) and politics (1.00%), and zero for geopolitics—are strategically aligned with the tolerance of each user profile. A flat fee could severely damage liquidity by discouraging the vital P6 segment. The report concludes that platform growth strategies must be tailored to target specific user profiles: P6 for volume, P2 for user growth. It posits that Polymarket's future may lie at the intersection of crypto and AI, potentially becoming a mass-market platform for autonomous trading agents.

marsbit03/27 10:07

2% of Users Contribute 90% of Trading Volume: The True Portrait of Polymarket

marsbit03/27 10:07

Survival Guide: Don't Let Web3's 'High-Frequency Trading' Exhaust Your Irreplaceable Heart

Heart Health Survival Guide for Entrepreneurs: Don't Let Web3’s "High-Frequency Trading" Exhaust Your Irreplaceable Heart Entrepreneurs face unique cardiovascular risks due to chronic stress, sleep deprivation, overwork, and neglect of traditional risk factors like smoking, hypertension, and diabetes. Key insights: - Prolonged stress elevates cortisol, damaging blood vessels and accelerating atherosclerosis. - Sleeping <6 hours nightly significantly increases blood pressure and mortality risk. - Overwork can trigger sudden cardiac death in those with underlying conditions. Critical health checks include: - Blood tests: LDL cholesterol (<1.8 mmol/L for冠心病 patients), blood pressure (<140/90 mmHg), and troponin (even slight elevations raise mortality risk 10x in young adults). - ECG and echocardiograms to assess heart structure/function. - BMI (18.5–23.9) and waist circumference (men <90cm, women <85cm). Self-monitoring via smartwatches (heart rate alerts), home blood pressure checks, and symptom awareness (e.g., chest pain, unexplained dizziness) is essential. Common misconceptions: - Exercise isn’t a shield; excessive intensity may provoke cardiac events. - Youth doesn’t guarantee safety—heart attacks are rising in under-50s. - Symptoms can be silent or atypical. Prevention strategies: - 150 mins/week of moderate aerobic exercise. - Daily salt intake <5g; prioritize fiber (25g+ daily). - Sleep ≥6 hours nightly. - Quit smoking; limit alcohol (men ≤25g/day, women ≤15g). - Keep emergency supplies: nitroglycerin, aspirin, and an AED accessible. During a heart attack: 1. Call 120 immediately—do not drive. 2. Lie flat, loosen clothing, use nitroglycerin if prescribed. 3. Start CPR if unconscious (100–120 compressions/min). 4. Use AED if available. Your heart is irreplaceable—prioritizing health is the ultimate long-term investment.

marsbit03/26 10:18

Survival Guide: Don't Let Web3's 'High-Frequency Trading' Exhaust Your Irreplaceable Heart

marsbit03/26 10:18

Delphi Labs Founder: Two Weeks Deep in China's AI, Shenzhen Hardware Shocks Me, Software Valuations Scare Me

Delphi Labs co-founder José Maria Macedo spent two weeks in China meeting AI founders, VCs, and public company CEOs. His key takeaways: - **Hardware ecosystem in Shenzhen is impressive**, with systematic reverse-engineering of Western products and rapid iteration cycles. Companies like Bambu Lab are highly profitable and scaling fast. - **Software ecosystem is weaker than expected**. Chinese open-source models are strong, but closed-source models lag behind Western counterparts. GPU access remains constrained, and revenue gaps are significant (e.g., Anthropic’s $6B ARR vs. Chinese model companies at tens of millions). - **Founder profiles are highly accomplished** (top universities, Big Tech experience) but often lack rebellious, original vision. The education and VC systems favor execution over true innovation. - **Valuation bubbles exist** at both early and late stages. Some private AI companies are valued at 400x ARR, far exceeding Western multiples. Humanoid robotics is also overheating, with many pre-revenue companies targeting high-valuation IPOs. - **Information asymmetry favors Chinese founders**, who are highly informed about Western markets and tech trends. Many are building globally first, combining Chinese engineering with Western go-to-market strategies. Macedo believes the real alpha lies in finding non-traditional founders who break the "resume template" optimized by local VCs.

marsbit03/26 03:16

Delphi Labs Founder: Two Weeks Deep in China's AI, Shenzhen Hardware Shocks Me, Software Valuations Scare Me

marsbit03/26 03:16

活动图片