Quant Trading

This report provides an in-depth analysis of momentum investing within the Bitcoin (BTC) market, examining how classical technical indicators perform under varying trend and volatility conditions. Beginning with the theoretical foundations of momentum and its behavioral finance interpretations, the report systematically reviews the structural logic, signal mechanisms, and analytical functions of MACD, Bollinger Bands, ADX/DMI, and RSI. Using actual BTC price movements, it illustrates how these indicators reflect trend formation, momentum decay, volatility expansion, and potential reversal signals. Backtesting results over a full year show that different indicators produce highly divergent outcomes when exposed to the same market environment: trend-following and oversold-reversal strategies tend to struggle during weak or choppy market phases, while volatility-breakout methods, particularly Bollinger Band strategies, demonstrate higher win rates and more stable drawdown behavior.

From December 2 to December 15, 2025, global markets exhibited divergent performance. Despite the Fed delivering a rate cut as expected, policy disagreements and expectations of a pause in further easing weighed on risk appetite. BTC and ETH remained in a consolidation phase, while higher-beta assets outperformed. Tokens related to AI applications and privacy computing showed notable strength, whereas narratives around new public blockchains and stablecoins underperformed. Volume–price dynamics were clearly fragmented, with the market still dominated by short-term trading, although structural opportunities remain. Meanwhile, sectors such as node-based networks, incentivized testnets, and community point systems continued to heat up, with projects accelerating early user acquisition through airdrops and point-based incentives. This article outlines the key participation pathways to help users position at low cost and capture potential upside from upcoming mainnet launches, token distributions, and ecosystem ex

Gate Research: BTC and ETH remain in a weak consolidation phase, with price levels trending lower and rebounds lacking sustainability. Periodic spikes in volatility indicate that market sentiment remains fragile and highly sensitive to key price levels. On the derivatives side, following the earlier deleveraging cycle, fresh capital has yet to return meaningfully, with open interest staying at relatively low levels; liquidation dynamics continue to be skewed toward long positions, suggesting that confidence has not fully recovered and that near-term risks of further consolidation or pullbacks persist. From a quantitative strategy perspective, moving-average trend breakout models demonstrate solid trend-capturing capability in assets such as DOGE, ADA, and SOL, though they may be constrained by signal lag during fast, one-sided market moves.

The crypto market ended 2025 with negative returns, as BTC and ETH failed to hold their key year-start levels of $90,000 and $3,000, respectively. Within Gate’s private wealth quant funds, Stellar Core Smart-Invest (USDT) led with an 11.0% annualized return and a Sharpe ratio of 4.3, demonstrating strong risk-adjusted performance. Additionally, Quantum Leap (USDT), Interstellar Hedge (USDT), and Gravity Hedge (USDT) all achieved a 100% win rate for the year. The USDT strategy returned 1.6% in December and achieved a 7.5% full-year return, with overall drawdowns nearly at zero. In the short term, the probability of a Fed rate cut in January is low, and divergence over the pace of future cuts may further widen. In the medium to long term, deeper regulatory coordination and progress in crypto legislation could become a key institutional turning point for crypto assets entering the mainstream financial system.

Gate Research:From January 13 to January 26, 2026, the crypto market remained broadly weak amid macroeconomic and geopolitical uncertainty. Major assets traded lower in a defensive, range-bound structure, while market-cap performance showed clear divergence: the top 400 tokens posted mild pullbacks, whereas lower-cap segments outperformed. High-beta names such as PENGUIN and RIVER rallied sharply, while several previously overheated speculative assets saw steep corrections. Volume–price dynamics were also uneven—only a handful of tokens showed strong volume-price confirmation, while most remained in low-volume, weak-trend conditions. This suggests capital is still rotating tactically rather than positioning for a full trend reversal, though selective opportunities persist. Meanwhile, sectors such as NFT platform incentives, decentralized node networks, social task-based point systems, and prediction market ecosystems have begun rolling out airdrop-style campaigns. This report outlines the core participation p

The crypto market saw a broad sell-off, with BTC and ETH down 10% and 18% in January, respectively. Within Gate Private Wealth’s quantitative funds, the USDT strategy delivered a 6.7% return over the past year. The Interstellar Hedge (USDT) strategy stood out with a 5.0% monthly annualized return, while Quantum Leap (USDT) and Interstellar Hedge (USDT) have maintained a 100% monthly win rate since inception. The Top 30% portfolio achieved a 4.5% annualized return in January, significantly outperforming Bitcoin and U.S. Treasury yields. Overall, Walsh’s appointment does not imply a full shift toward monetary tightening, and the market consensus still points to two rate cuts this year.

NAS100 is a market capitalization-weighted index made up of major non-financial companies listed on the Nasdaq exchange. The rules governing its composition, its calculation methods, its role in the market, and its distinctions from other indices all contribute to NAS100's prominent standing in the global capital markets.

NAS100 operates based on explicit stock selection standards and index rules, encompassing component inclusion criteria, industry exclusion logic, scheduled and unscheduled adjustment mechanisms, and the effects of index changes on ETF and derivatives structures.

NAS100 and S&P 500 are two of the most commonly compared U.S. stock indices, yet they exhibit significant differences in industry structure, selection standards, and weighting mechanisms. This article systematically contrasts their structural characteristics and market representativeness from multiple perspectives to help you develop a clear understanding.

This analysis systematically breaks down the key distinctions between NAS100 and crypto market index contracts. It compares them across multiple dimensions—including underlying assets, trading hours, regulatory structures, and risk models—enabling readers to build a clear framework for understanding the differences between traditional indices and digital asset indices.

In February, BTC declined by approximately 15.5%, while ETH also corrected in tandem. The Crypto Fear & Greed Index fell into the Extreme Fear zone, reflecting a significant rise in market risk-off sentiment. Despite the volatile market environment, the fund portfolio maintained relatively stable overall performance, though short-term returns showed some divergence. Among the strategies, Stellar Core Smart-Invest (USDT) delivered the highest one-year return of 9.5%. Meanwhile, Interstellar Hedge (USDT) and Orbital Arbitrage (USDT) recorded cumulative returns of 18.0% and 17.2%, respectively. Notably, Interstellar Hedge (USDT) achieved positive returns in all 20 cycles during the observation period, resulting in a 100% win rate. Gravity Hedge (USDT) also performed strongly, with a 95% overall win rate.

Gate Research: Large language models and AI agent technologies are pushing trading systems into a new stage of development. Quantitative trading, which previously relied heavily on programming skills and complex engineering systems, is gradually evolving into product forms with much lower barriers to entry. Gate has introduced products such as AI Quant Workspace and Gate for AI, which aim to integrate strategy generation, backtesting, and automated execution within a single platform through natural language interaction, no-code quant tools, and unified trading interfaces, allowing more users to participate in strategy trading. As AI technology continues to mature, trading platforms are also evolving from traditional matching tools into AI-driven trading infrastructure.

Gate Research Report: From July 8 to 21, 2025, the crypto market experienced a notable upswing, driven by a combination of favorable policy developments and strong technical momentum. The game-focused public chain CROSS led the rally with a remarkable 476% gain, while GAL, SUSHI, and other tokens saw significant volume-driven price increases, attracting short-term capital inflows. Large-cap assets like ETC remained stable, serving as liquidity anchors. The market overall maintained a pattern of “theme-based rotation and mid-to-large cap resilience,” with volume surges continuing to be a key indicator of sentiment. Meanwhile, airdrop campaigns from projects such as Orochi, Gradient, OneFootball, and Fleek have recently gone live. This article outlines participation methods to help users capture potential upside and rebound-related opportunities.

This report outlines the current mechanisms for stock tokenization in the market and presents three viable arbitrage strategies for professional investors. It also explores potential opportunities for retail investors amid the tokenization wave. Finally, it examines the trading and systemic risks involved in stock tokenization investments, emphasizing the importance of proper position sizing and risk management.

Gate Research: Between June 10 and June 23, 2025, BTC fluctuated steadily within the 100,000 to 110,000 USDT range, with the long-short ratio hovering between 0.9 and 1.1, indicating an unclear overall trend. In contrast, ETH experienced a deeper pullback, showing weaker momentum and subdued market sentiment. BTC futures open interest dropped to a one-month low, suggesting that long-positioned leverage traders actively reduced exposure due to a lack of fresh capital inflows. ETH open interest also declined, with trading activity weakening and short-term market enthusiasm fading significantly. While geopolitical tensions have heightened risk-off sentiment, the market structure has yet to improve. Long liquidations have consistently exceeded short ones, implying that despite strong buying impulses, there is insufficient trend support. A quantitative analysis focusing on the “RSI Trend Reversal Strategy” demonstrated promising short-term trading potential, achieving over 210% cumulative returns on SUI through an