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The open-source project LangAlpha has been released, dubbed the Claude Code for financial markets: it brings together multi-AI analyst collaboration, financial data, long-term memory, automated report generation, market alerts, and brokerage trading interfaces, with support for custom models and local self-hosting.
A Chinese engineering student set up a weather tracking station consisting of three Mac Minis in his dorm room, using Claude to analyze real-time aviation-grade weather data, identify discrepancies with prediction market prices, and automatically place trades, earning over $100,000 in total profits.
Kalshi raised an additional $1B at a $40B valuation to expand into stocks, compute, indices, and institutional offerings, as co-founder Tarek Mansour reflects on the company's journey from YC to building a regulated prediction market.
Polymarket暂停其旗舰国际平台交易，因第三方供应商被入侵导致约700个账户被盗约270万美元。交易已恢复，公司承诺对受影响交易者进行全额赔偿。
Genius Terminal が BNB Chain 上でモバイルアプリを提供開始し、トレーディング・ソーシャル・クリエイションを一つのアプリに統合したことを発表。
CZ of Binance posted a brief message referencing BNB Standard and Nasdaq, likely reacting to news about BNB-related listings or trading on Nasdaq.
Binance US promotes 0% maker fees on spot trades with taker fees at 0.02%, with no volume minimums or subscription required.
Coinbase announced a new matching engine for Coinbase Advanced that delivers 60x faster median order response and 480x faster tail latency, supporting trading of crypto, stocks, commodities, and FX.
本文提出了一种用于评估模块化金融强化学习中信用分配的等信息评估框架，包含等信息重建控制、固定效用比较和预设下游保护措施，并通过三项受控研究揭示了冗余归因信号、表示诱导的预测权衡以及组件监督与下游风险结果的错配等三种评估失效模式。
A maker describes a multi-agent system built over six months for trading research and preparation, where 11 agents research, score, stage, and report while the human retains final trade execution. The author shares lessons learned and offers GitHub repo access via their Substack.
A discussion on X notes that Binance's SAFU fund holds over $1.27B in Bitcoin with roughly $270M in unrealized profit, with CZ commenting it 'might be pure luck.'
The author shares observations from a paper-trading arena with 10 AI agents trading fake money, discussing design considerations for enforcing spend or position limits when agents interact with real APIs, highlighting limitations of prompt-based checks and advocating for deterministic account-level controls.
This is a promotional post for the Minara AI agent, designed specifically for US stock trading beginners, built-in with a high-value Bloomberg financial terminal, and providing an investment research workflow to help users manage investments intuitively.
A solo developer has built a pre-trade risk check tool for Solana trading agents that detects insider wallet clusters via shared first funders, providing a JSON API with safety scores and risk signals.
This paper introduces META, a multi-agent framework with episodic memory for financial trading that integrates specialized indicator agents to improve decision-making under market regimes.
Binance announces new bStock listings, enabling users to trade AGPUB, AMCB, and CYPHB against USDT with 24/7 access and 1:1 free exchange for actual stocks.
FinRL is an open-source framework for financial reinforcement learning, with about 16,000 stars on GitHub, supporting training and backtesting for trading in stocks, cryptocurrencies, etc., and pointing to the next-generation version FinRL-X.
This paper introduces the Generic Multi-Agent Trading System (GMATS) framework to study adversarial attacks on LLM-based trading systems, showing that even simple input attacks can degrade performance but robust system designs can improve robustness.
ViperQ is a reinforcement learning trading system that uses Auction Market Theory primitives for state representation, demonstrating high ROI in backtests on financial tick data for stocks like TSLA and NVDA.
A 13-year-old boy created a script for trading on Polymarket, shared it for free on GitHub, and later received $20,000 from a trader who made over $200,000 using it.