{"title":"Interactive Brokers","description":"\u003cp\u003eExplore source-code projects and educational tools for building and testing trading workflows with Interactive Brokers APIs.\u003c\/p\u003e","products":[{"product_id":"ibkr-trading-bot-hub-automated-multi-strategy-trading-with-claude-ai-interactive-brokers-api","title":"IBKR Trading Bot Hub - Automated Multi-Strategy Trading with Claude AI | Interactive Brokers API","description":"\u003ch2\u003eExplore Python Trading-System Architecture with Interactive Brokers\u003c\/h2\u003e\u003cp\u003eIBKR Trading Bot Hub is a source-code learning and development package for Python developers studying multi-strategy trading workflows. Explore how a central hub coordinates strategy processes, market-data messages, and broker order requests. This is a technical project requiring configuration, code review, and testing, not a turnkey trading service.\u003c\/p\u003e\u003ch2\u003eDocumented Architecture and Strategy Examples\u003c\/h2\u003e\u003cp\u003eThe 48-page Complete Technical Reference \u0026amp; Setup Guide describes a shared Interactive Brokers connection, WebSocket messaging, a Python bot base class, and optional Claude AI integration. It walks through four strategy examples:\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eNVDA SMA crossover.\u003c\/li\u003e\n\u003cli\u003eEUR\/USD RSI mean reversion.\u003c\/li\u003e\n\u003cli\u003eBHP ASX SMA crossover.\u003c\/li\u003e\n\u003cli\u003eXAU\/USD Bollinger Band momentum.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThe documentation covers TWS API configuration, dependency installation, startup commands, source-module explanations, troubleshooting, and simulated order logging. Documented features are not a certification of code correctness, successful execution, or profitability.\u003c\/p\u003e\u003ch2\u003eEnvironment and Setup\u003c\/h2\u003e\u003cp\u003eThe technical reference specifies Python 3.9 or newer and recommends Python 3.11 or 3.12. Dependencies include ib_insync and websockets, with additional platform-specific requirements. You must configure Interactive Brokers TWS or IB Gateway and obtain the account permissions and market-data access required for your instruments. Verify dependency and operating-system compatibility in your own environment.\u003c\/p\u003e\u003cp\u003eClaude integration is optional and requires your own Anthropic API access for AI features. Third-party account, market-data, and API usage charges may apply and are separate from this product.\u003c\/p\u003e\u003ch2\u003eImportant Operating Limitations\u003c\/h2\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eStartup orders:\u003c\/strong\u003e The guide describes automatic test orders in some examples, including a buy and sell of 20,000 EUR in the EUR\/USD bot. Review and disable startup order routines before running examples against any live account.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eNetwork access:\u003c\/strong\u003e The guide documents a WebSocket default of 0.0.0.0, which listens on all network interfaces. Restrict access to localhost or implement appropriate authentication and network controls before use.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eData and execution:\u003c\/strong\u003e The documented configuration requests delayed\/frozen market data. Data availability and permissions depend on your broker account. Simulated logs and displayed P\u0026amp;L are not proof of broker-confirmed fills or live performance.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eNot ultra-low-latency HFT:\u003c\/strong\u003e The guide describes intended strategy timeframes of minutes to hours. No latency benchmark or high-frequency execution performance is promised.\u003c\/li\u003e\n\u003c\/ul\u003e\u003ch2\u003ePaper Testing First\u003c\/h2\u003e\u003cp\u003eIndependently review the source code, startup behavior, order permissions, position handling, and risk controls before execution. Confirm the broker session and configuration are in paper-trading mode. Test installation and behavior in an isolated environment before considering live use. Paper-trading results do not establish live performance, and stop-loss logic does not guarantee a maximum loss.\u003c\/p\u003e\u003cp\u003eThis product is intended for technical education and software development. Automated trading can cause financial losses. No profitability, execution quality, or improvement from AI analysis is promised. Nothing in this material is financial advice.\u003c\/p\u003e","brand":"HFTCODE.COM","offers":[{"title":"Default Title","offer_id":52545684963637,"sku":null,"price":47.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0967\/8549\/8421\/files\/IBKRTradingBotHub-AutomatedMulti-StrategyTradingwithClaudeAI.jpg?v=1775596923"},{"product_id":"ibkr-trading-bot-hub-ai-interview-preparation-platform","title":"IBKR Trading Bot Hub + AI Interview Preparation Platform","description":"\u003ch1 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 0pt 0pt 6pt 0pt;\" id=\"docs-internal-guid-dfe41305-7fff-92c6-3902-d8d966dec56b\"\u003e\u003cspan style=\"font-size: 23pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eIBKR Trading Bot Hub + AI Interview Preparation Platform\u003c\/span\u003e\u003c\/h1\u003e\n\u003ch2 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 12pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 17pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eComplete Quant Finance Career Development System\u003c\/span\u003e\u003c\/h2\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -3pt 0pt 2pt 0pt;\"\u003e \u003c\/p\u003e\n\u003chr\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003ch2 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 16pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 17pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eProduct Overview\u003c\/span\u003e\u003c\/h2\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -3pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eA comprehensive, integrated platform combining a \u003c\/span\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eproduction-quality trading system codebase\u003c\/span\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e with \u003c\/span\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eAI-powered interview preparation and career coaching\u003c\/span\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e, designed to transform you from candidate to hired quant professional at top-tier hedge funds and trading firms.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e \u003c\/p\u003e\n\u003chr\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003ch2 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 16pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 17pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCore Components\u003c\/span\u003e\u003c\/h2\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 10pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e1. IBKR Trading Bot Hub (The Foundation)\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 2pt; padding: -3pt 0pt 0pt 0pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eMulti-asset algorithmic trading platform\u003c\/span\u003e\u003c\/p\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eReal-time market data processing (equities, forex, commodities, futures)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e4 production trading strategies implemented:\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: circle; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"2\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eNVDA SMA Crossover (trend-following)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: circle; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"2\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eEUR\/USD RSI (mean reversion)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: circle; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"2\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eBHP ASX SMA (international equities)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: circle; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"2\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eXAU\/USD Bollinger (commodity momentum)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eHub-and-spoke WebSocket architecture\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eClaude AI integration for trade confirmation\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eComplete order management and position tracking\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eSimulated execution and P\u0026amp;L calculation\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 14pt; margin-bottom: 0pt; padding: 0pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e2. AI-Powered Interview Preparation Suite (The Innovation)\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 2pt; padding: -3pt 0pt 0pt 0pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eClaude Code + VS Code Integration\u003c\/span\u003e\u003c\/p\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eGenerates 500+ technical interview questions directly from the codebase\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eRole-play mock interviews with firm-specific scenarios\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eReal-time strategy discussion coaching\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCode review and feedback from AI \"senior researchers\"\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 14pt; margin-bottom: 0pt; padding: 0pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e3. Firm-Specific Preparation Modules\u003c\/span\u003e\u003c\/h3\u003e\n\u003ch4 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 2pt; padding: 8pt 0pt 0pt 0pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCitadel \u0026amp; Citadel Securities\u003c\/span\u003e\u003c\/h4\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eProbability and statistics deep dives\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eAdvanced coding challenges\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eSystematic trading strategy frameworks\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eQuestions specifically calibrated to Citadel's rigorous style\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch4 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 12pt; margin-bottom: 2pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eTwo Sigma\u003c\/span\u003e\u003c\/h4\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eSystems design interviews\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eProduction-quality code expectations\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eLarge-scale data pipeline architecture\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eML model evaluation frameworks\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch4 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 12pt; margin-bottom: 2pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eRenaissance Technologies\u003c\/span\u003e\u003c\/h4\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eScientific methodology in financial markets\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003ePattern recognition and signal processing\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eResearch scientist interview formats\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eAbstract mathematical reasoning\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch4 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 12pt; margin-bottom: 2pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eJump Trading\u003c\/span\u003e\u003c\/h4\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eUltra-low-latency systems design\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eC++ optimization and performance\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eFPGA programming concepts\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eMarket microstructure at HFT scale\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch4 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 12pt; margin-bottom: 2pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCrypto \u0026amp; DeFi Funds\u003c\/span\u003e\u003c\/h4\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDeFi protocol mechanics (AMMs, lending, derivatives)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eOn-chain data analysis\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eMEV extraction strategies\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eSmart contract security\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 14pt; margin-bottom: 0pt; padding: 0pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e4. Career Development Features\u003c\/span\u003e\u003c\/h3\u003e\n\u003ch4 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 2pt; padding: 8pt 0pt 0pt 0pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eReal-Time Coaching\u003c\/span\u003e\u003c\/h4\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eResume optimization for quant roles\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCover letter personalization by firm\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eBehavioral question preparation\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eSalary negotiation guidance\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch4 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 12pt; margin-bottom: 2pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCompensation Intelligence\u003c\/span\u003e\u003c\/h4\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eNew York: $250K-$400K+ for junior roles → $5M-$50M+ for principals\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eLondon: £120K-£250K+ → £800K-£8M+\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eChicago: $200K-$350K+ → $500K-$3M+\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCrypto-focused roles: 10-30% premium over traditional\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e30-year career trajectory modeling\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch4 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 12pt; margin-bottom: 2pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eInterview Timeline Planning\u003c\/span\u003e\u003c\/h4\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e4-week to 12-week preparation schedules\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDaily task breakdowns\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eProgress tracking\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eWeakness identification and targeted drilling\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 1pt; margin-bottom: 0pt; padding: 0pt 0pt 2pt 0pt;\"\u003e \u003c\/p\u003e\n\u003chr\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003ch2 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 16pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 17pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eKey Features\u003c\/span\u003e\u003c\/h2\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 4pt; padding: 10pt 0pt 0pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCodebase-Driven Learning\u003c\/span\u003e\u003c\/h3\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eEvery interview question grounded in real, working code\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eUnderstand how production systems actually work\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDiscuss implementation trade-offs like a real researcher\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eNot abstract problems — real engineering decisions\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 14pt; margin-bottom: 4pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eInteractive Strategy Development\u003c\/span\u003e\u003c\/h3\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eRole-play as a quant researcher pitching to CIO\/risk committee\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eReceive challenging follow-up questions from AI \"senior researchers\"\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDiscuss mean reversion, stat arb, options trading, market making\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eGet rated on clarity, rigor, and practical awareness\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 14pt; margin-bottom: 4pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eMulti-Model AI Assistance\u003c\/span\u003e\u003c\/h3\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eClaude Opus\u003c\/span\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e (most powerful): Complex mathematical derivations, final mock interviews\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eClaude Sonnet\u003c\/span\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e (balanced): Standard prep, code review, strategy discussion\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eClaude Haiku\u003c\/span\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e (fastest\/cheapest): Rapid practice, brain teasers, quick reference\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 14pt; margin-bottom: 0pt; padding: 0pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eProduction-Ready Code Examples\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -3pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e# Mean reversion strategy with risk constraints\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eclass MeanReversionStrategy:\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e    def __init__(self, lookback=5, max_position_pct=0.02):\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e        self.lookback = lookback\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e        self.positions = {}\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e    \u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e    def generate_signals(self, residuals, date_idx):\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e        # Real implementation included\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e        pass\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e# Gamma scalping with Greeks management\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eclass GammaScalper:\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e    def compute_residuals(self, returns, factor_returns):\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e        # Full Fama-French factor adjustment\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e        pass\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 4pt 0pt 6pt 0pt;\"\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 4pt; padding: 8pt 0pt 0pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eReal-World Scenarios\u003c\/span\u003e\u003c\/h3\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eHandling March 2020 volatility crash\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eManaging pin risk at options expiration\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eNavigating cross-chain arbitrage\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eResponding to MEV competition\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eBuilding risk management frameworks\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 1pt; margin-bottom: 0pt; padding: 0pt 0pt 2pt 0pt;\"\u003e \u003c\/p\u003e\n\u003chr\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003ch2 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 16pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 17pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eLearning Outcomes\u003c\/span\u003e\u003c\/h2\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 10pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eAfter Using This System, You Will:\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 2pt; padding: -3pt 0pt 0pt 0pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eTechnical Mastery\u003c\/span\u003e\u003c\/p\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eUnderstand real production trading system architecture\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eMaster algorithmic trading strategies and their implementation\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eLearn how to evaluate strategy quality rigorously\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eUnderstand market microstructure at multiple timescales\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 1pt; margin-bottom: 2pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eInterview Readiness\u003c\/span\u003e\u003c\/p\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eAnswer 500+ interview questions with confidence\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eConduct mock interviews indistinguishable from real ones\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDiscuss complex strategies with a senior quant researcher\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDefend implementation choices under scrutiny\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 1pt; margin-bottom: 2pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCareer Positioning\u003c\/span\u003e\u003c\/p\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eKnow market compensation across all major hubs\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eUnderstand career progression at top firms\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eNegotiate effectively from an informed position\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eTarget the right firm for your skill set\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 1pt; margin-bottom: 2pt;\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eSoft Skills\u003c\/span\u003e\u003c\/p\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eCommunicate complex ideas clearly under pressure\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDemonstrate intellectual honesty about limitations\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eAsk insightful follow-up questions\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eThink creatively about edge cases and risks\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 1pt; margin-bottom: 0pt; padding: 0pt 0pt 2pt 0pt;\"\u003e \u003c\/p\u003e\n\u003chr\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003ch2 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 16pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 17pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eSystem Requirements\u003c\/span\u003e\u003c\/h2\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 4pt; padding: 10pt 0pt 0pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eSoftware\u003c\/span\u003e\u003c\/h3\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eVS Code (free, all platforms)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003ePython 3.10+ or Anaconda (free)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eClaude Code CLI (free with Claude subscription)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eGit (free)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 14pt; margin-bottom: 4pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eClaude Access\u003c\/span\u003e\u003c\/h3\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eOption 1: Claude Pro ($20\/month) — sufficient for casual prep\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eOption 2: Claude API (pay-per-use) — ~$30-100 for full prep cycle\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eOption 3: Claude Max ($100-200\/month) — unlimited usage\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 14pt; margin-bottom: 4pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eHardware\u003c\/span\u003e\u003c\/h3\u003e\n\u003cul style=\"margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;\"\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 10pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e4GB+ RAM (8GB recommended)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003e~2GB disk space\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eStable internet connection\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli dir=\"ltr\" style=\"list-style-type: disc; font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;\" aria-level=\"1\"\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 10pt;\" role=\"presentation\"\u003e\u003cspan style=\"font-size: 10pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eAny OS (Windows, macOS, Linux)\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 1pt; margin-bottom: 0pt; padding: 0pt 0pt 2pt 0pt;\"\u003e \u003c\/p\u003e\n\u003chr\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003ch2 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 16pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 17pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eTypical Usage Flow\u003c\/span\u003e\u003c\/h2\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 10pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eWeek 1: Foundation Building\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -3pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 1-2: Probability \u0026amp; Statistics review with AI tutor\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 3-4: Data structures \u0026amp; algorithms practice with code review\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 5: Stochastic calculus deep dive\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 6-7: Full mock interview (general quant topics)\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 4pt 0pt 6pt 0pt;\"\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 8pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eWeek 2: Strategy Development\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -3pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 8-9: Implement \u0026amp; discuss mean reversion strategy\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 10-11: Options pricing \u0026amp; Greeks workshop\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 12-13: Market microstructure \u0026amp; HFT concepts\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 14: Full mock interview (strategy focus)\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 4pt 0pt 6pt 0pt;\"\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 8pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eWeek 3: Firm-Specific Preparation\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -3pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 15-17: Target Firm #1 specific prep\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 18-19: Target Firm #2 specific prep\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 20: System design deep dive\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 21: Review weak areas\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 4pt 0pt 6pt 0pt;\"\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003ch3 dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 8pt 0pt 4pt 0pt;\"\u003e\u003cspan style=\"font-size: 13pt; font-family: Roboto,sans-serif; color: #ffffff; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eWeek 4: Polish \u0026amp; Final Prep\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -3pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 22-23: Full-length timed mock interviews\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 24-25: Behavioral questions \u0026amp; culture fit\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 26-27: Brain teasers \u0026amp; probability practice\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 28-29: Light maintenance\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: -1pt 0pt 2pt 0pt;\"\u003e\u003cspan style=\"font-size: 9pt; font-family: 'Courier New',monospace; color: #ffffff; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;\"\u003eDay 30: Rest day before real interview\u003c\/span\u003e\u003c\/p\u003e\n\u003cp dir=\"ltr\" style=\"line-height: 1.38; background-color: #252526; margin-top: 0pt; margin-bottom: 0pt; padding: 4pt 0pt 6pt 0pt;\"\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e","brand":"HFTCODE.COM","offers":[{"title":"Default Title","offer_id":52545796669749,"sku":null,"price":67.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0967\/8549\/8421\/files\/aiinterviewprepplatform.jpg?v=1775598160"}],"url":"https:\/\/hftcode.com\/collections\/interactive-brokers.oembed","provider":"HFTCODE.COM","version":"1.0","type":"link"}