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Gate Research Institute: Multi-Agent LLM Trading Framework Significantly Outperforms Buy & Hold Strategy in BTC Backtesting

Odaily Odaily News: A recent report released by Gate Research Institute, titled "Research and Backtesting Analysis of BTC Trading Framework Based on Multi-Agent LLM," points out that compared to a single LLM directly generating trading signals, the Multi-Agent LLM architecture more closely mirrors the research and investment process of real financial institutions. By leveraging collaboration and debate among analysts, researchers, traders, and risk control teams, it enhances the transparency and risk control capabilities of trading decisions. The research, based on the TradingAgents framework, constructs an AI trading system applicable to the crypto scenario for the BTC market, introducing multiple agent roles such as technical analysis, news analysis, sentiment analysis, and macro/on-chain analysis.Using BTC/USDT 1-hour data, the study conducted historical backtesting of the TradingAgents-BTC strategy. The results show that the strategy achieved a total return of +20.25% during the testing period, significantly outperforming the Buy & Hold strategy's -7.89% over the same period. Furthermore, its maximum drawdown was controlled at -17.41%, lower than the Buy & Hold's -27.06%. The research suggests that during periods of consolidation and decline, the multi-agent framework can reduce some risk exposure through Sell/Underweight and Flat states, and re-enter long positions during market rebounds, thereby improving overall risk-adjusted returns.The report indicates that the Multi-Agent LLM framework shows certain application potential in crypto trading scenarios. However, the current backtesting period covers only about three months, and 1-hour level trading may still be affected by transaction fees, slippage, and signal latency. Future work requires further validation of the strategy's stability and generalization capabilities over longer historical periods, different market conditions, and across a wider range of asset classes.

B.AI Adds Support for HTX and WBTC Deposits, Marking Another Major Upgrade to Its Multi-Chain Payment Ecosystem

B.AI, a cutting-edge financial infrastructure platform for the AI era, has officially launched deposit functionality for $HTX and $WBTC. Following this upgrade, users can now perform seamless operations via TRON, Ethereum (supporting WBTC and HTX), and BNB Chain (supporting HTX). B.AI’s ecosystem now fully covers eight major public blockchains—TRON, BNB Chain, Ethereum, Base, Arbitrum, Optimism, Polygon, and Solana—and supports up to 15 core crypto assets. B.AI remains committed to breaking down cross-chain asset barriers, enabling users—regardless of their preferred network or asset—to enjoy lightning-fast, secure, and frictionless account and payment experiences.

B.AI Officially Integrates with the Solana Ecosystem, Expanding Multi-Chain Coverage to Eight Major Public Blockchains

B.AI has officially integrated into the Solana ecosystem, comprehensively upgrading its cross-chain login and payment capabilities. Users can now log in with one click via MetaMask and Phantom wallets and top up or subscribe using SOL, USDT, USDC, or WBTC on the Solana network. B.AI now supports eight major public blockchains—TRON, BNB Chain, Ethereum, Base, Arbitrum, Optimism, Polygon, and Solana—building a more open and decentralized multi-chain AI economy. New users enjoy an exclusive limited-time welcome offer: 500,000 points upon first login, a 1:1 bonus on top-ups, and up to an additional $100 worth of points per user. Going forward, B.AI will lower entry barriers and expand asset options to help you seamlessly enter the new era of intelligent economics.

B.AI Surpasses 1.7 Million Users; Multi-Tier Benefits Reshape the Intelligent Agent Infrastructure Landscape

B.AI, an AI infrastructure platform, announced on May 7 that its user base has officially surpassed 1.7 million. As an innovative force dedicated to building core infrastructure for privacy-preserving, intelligent-routing, and Agent-economy solutions, B.AI is accelerating the execution-layer development of autonomous intelligence at scale through major benefits—including zero markup across all models, 500,000 free credits upon new user registration, and a limited-time 1:1 top-up bonus—slashing costs by 50%. Driven by technological innovation and unbeatable cost-effectiveness, B.AI will continue collaborating with its one-million-strong user community to build an efficient, secure execution layer for autonomous intelligence and jointly advance into the new Agent ecosystem.

BIT Weekly Report: Multi-dimensional Technical Signals for Bitcoin Converge Bullishly; $73,000 Becomes the Key Threshold for Reversal Confirmation

According to BIT on Target’s weekly report, the Bitcoin bear market phase may be nearing its end, with multiple time-frame signals gradually converging. The weekly stochastic oscillator has declined to its lowest level since January 2023—a reading that historically corresponds to market bottom zones. Meanwhile, the trend model has also turned bullish, and the current price action exhibits stronger continuity conditions compared to the previous two signal reversals. On the price front, Bitcoin is currently consolidating near $70,000, gradually approaching its 21-week moving average—the critical bull-bear demarcation line. The report notes that $73,000 has served as a key inflection point since March 2024; a decisive breakout and sustained hold above this level would further confirm the reversal signal. On-chain capital inflow data shows a recent monthly inflow of approximately $1 billion—marking a clear improvement over prior periods of deep net outflows. The report also cautions that, before prices enter the target zone, the upward momentum may still be disrupted by short-term risk factors.

PrimePiper Launches Prime Broker Dedicated to AI Agents, Enabling Multi-Exchange Connectivity, Cross-Venue Reconciliation, and Risk Control & Audit Capabilities

PrimePiper has launched an enterprise-grade prime broker platform for AI agents, designed to address challenges including fragmented account management, inadequate risk control, inability to reconcile across venues, and insufficient compliance auditing in AI-driven automated trading. According to the company, its infrastructure supports unified connectivity to multiple trading venues—including Hyperliquid, OKX, Tiger Brokers, and Interactive Brokers (IBKR). For risk control, PrimePiper offers enterprise-grade API key management, spending limits, and circuit-breaker mechanisms to constrain AI agent trading behavior. At the execution layer, it enables automated strategy execution via SDK or the Model Context Protocol (MCP). For compliance and auditing, it provides audit-grade reporting capabilities tailored for funds and traders. PrimePiper has been selected for the latest cohort of Founders Inc’s accelerator program; its product is currently in the Alpha stage. Team members hail from Galois Capital, Kraken, DRW, and AWS.

Risk Appetite Recovery Drives Capital Repair, Gate Institutional Multi-Asset Trading Structure Continues to Optimize

Odaily News According to Odaily, as geopolitical tensions eased and inflationary pressures subsided, market risk appetite showed a significant recovery over the past week, with oil prices falling and the VIX declining. BTC is currently fluctuating around $75,000. On the capital front, institutional buying has regained dominance, with both BTC ETF and ETH ETF recording net inflows. In terms of trading structure, capital is concentrating towards high-liquidity assets and leading platforms, trading in macro high-volatility assets like crude oil remains active, while stablecoins and the DeFi ecosystem are also undergoing synchronous repair.Against this backdrop, Gate's institutional trading performance continues to improve, with spot and derivatives trading overall outperforming the market, and derivatives maintaining industry leadership. With the iteration of market maker fee rates and assessment mechanisms, the activity of mid-tier clients has increased, further improving the trading structure. CrossEx trading volume and capital deposits have reached new highs, and collaboration with asset management and OTC Loan services is accelerating. In terms of capital business, demand for mainstream assets like ETH and USDT has rebounded, and the gradual implementation of AI customer service is enhancing institutional service efficiency.Simultaneously, Gate's multi-asset trading system continues to meet institutional demand. The platform covers multiple asset classes including metals, stocks, indices, forex, and commodities, with related derivatives trading remaining active. Leveraging the SuperLink architecture and cross-venue capital scheduling capabilities, Gate continues to provide institutions with more flexible trading and risk management tools.

Analysis: Bitcoin Faces Selling Pressure After Touching $76,000, Exchange Inflows Hit Multi-Month High

Odaily News According to a CryptoQuant report, Bitcoin is facing "short-term selling pressure" after rebounding above $76,000. Data shows that during Tuesday's price increase, the amount of Bitcoin flowing into exchanges surged significantly, with hourly inflows once rising to 11,000 BTC, the highest level since December last year.CryptoQuant pointed out that the increase in the scale and speed of exchange inflows has historically been seen as a key early warning signal for short-term selling pressure, indicating that some holders are transferring assets to exchanges in preparation for selling. Meanwhile, the average single deposit size rose to 2.25 BTC, hitting a new high since July 2024 and approaching levels seen before the market peaked in January this year.In terms of price action, TradingView data shows that Bitcoin on Coinbase once touched $76,052, reaching a new high since early February. However, the report suggests that as the price approaches the realized price of $76,800, this level could become a ceiling for the rebound, as investors near their break-even point may be inclined to sell, thereby limiting further upside.Furthermore, the current profit-taking is still in its early stages, with daily realized profits around $500 million, which is below the $1 billion threshold typically associated with interim tops. If the price rises further into the $76,000 to $76,800 range, the scale of profits could expand, thereby intensifying selling pressure and increasing the probability of a pullback or consolidation. (Cointelegraph)