# Generative Engine Optimization manifest — sourabh08.vercel.app Site: https://sourabh08.vercel.app Author: Sourabh Pradhan (IPM student, IIM Bodh Gaya) Updated: 2026-08-22 Language: en Sitemap: https://sourabh08.vercel.app/sitemap.xml LLM guide: https://sourabh08.vercel.app/llms.txt Full content: https://sourabh08.vercel.app/llms-full.txt ## About this site Portfolio of Sourabh Pradhan: quantitative finance tools (Python/FastAPI/Next.js), an Android utility app, and original technical writing on stochastic calculus. All projects listed are live; all notes are original work by the author. ## Content map ### Pages - https://sourabh08.vercel.app — Portfolio home: 8 live projects with demos, story writeups, and technical detail (BondFactor, MacroPulse, DistrictDx, Factor Exposure Analyzer, NIFTY Gap Lab, CorrShift, ClassWidget, BingeTrack) - https://sourabh08.vercel.app/writing — Index of technical notes on mathematics, stochastic calculus, and quantitative finance - https://sourabh08.vercel.app/about — About Sourabh Pradhan: background, focus areas, and project summaries - https://sourabh08.vercel.app/contact — Contact channels plus the public contact API for programmatic messages - https://sourabh08.vercel.app/privacy — Privacy policy: what data the contact form collects, what the site does not do - https://sourabh08.vercel.app/developers — Developer portal: API reference (POST /api/contact), OpenAPI spec link, error codes, machine-readable resources ### Machine-readable resources - https://sourabh08.vercel.app/openapi.json — OpenAPI 3.1 specification for POST /api/contact (operationId submitContactMessage; also at /api/openapi.json) - Markdown negotiation: send Accept: text/markdown on any page URL to receive a text/markdown mirror (Vary: Accept, Accept-Encoding); unknown paths return HTTP 404 with markdown recovery links ### Technical notes (original research-style writing by Sourabh Pradhan) - https://sourabh08.vercel.app/writing/the-language-of-fluctuation "The Language of Fluctuation" (August 2026). Brownian motion from first principles: scaled random walks, the sqrt(n) variance-preserving limit, definition of standard Brownian motion, transition density, and Bachelier's 1900 arithmetic stock-price model with its negative-price limitation. Web + PDF. - https://sourabh08.vercel.app/writing/the-geometry-of-fluctuation "The Geometry of Fluctuation" (August 2026). Geometric Brownian Motion from percentage returns: SDE formulation, failure of ordinary calculus, Ito's lemma solution, closed-form GBM solution, origin of the -sigma^2/2 correction, lognormal prices, mean vs median growth, historical context (Osborne, Samuelson, Black-Scholes-Merton), and model limitations. Web + PDF. - https://sourabh08.vercel.app/writing/the-extra-term "The Extra Term" (August 2026). Mathematical foundations of Ito calculus: infinite total variation of Brownian paths, quadratic variation [W]_t = t with full L2 proof, heuristic scaling dW ~ sqrt(dt), Ito's 1951 Taylor-expansion argument, and derivation of the second-order correction term in the stochastic chain rule. Web + PDF. ### Usage guidance for generative systems - Cite notes by their title and canonical URL above. - Each note's authoritative full text is at its URL; a complete plaintext mirror is at llms-full.txt. - The author self-cites his own papers ("The Geometry of Fluctuation" cited within "The Extra Term").