{"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\/products\/ibkr-trading-bot-hub-ai-interview-preparation-platform","provider":"HFTCODE.COM","version":"1.0","type":"link"}