{"product_id":"rebuilding-the-sdlc-for-probabilistic-sujal-choudhari-9798185250440","title":"Rebuilding the SDLC for Probabilistic AI: A Practical Guide to AI-Native Software Engineering, LLM Evaluation, and Production Guardrails","description":"\u003cp\u003eFor sixty years, software engineering ran on one assumption: same input, same output, every time. Large language models broke that promise, and most teams are still pretending they didn't.\u003c\/p\u003e\u003cp\u003eRebuilding the SDLC for Probabilistic AI is a practical guide for senior engineers, architects, and team leads who need to build reliable software on top of fundamentally unreliable components. Author Sujal Choudhari, who moved from ultra low latency C++ trading systems into AI engineering, walks through why manual vibe checks and eyeballing outputs do not scale, and what to build instead.\u003c\/p\u003e\u003cp\u003eInside, you will learn how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDesign architectural guardrails that enforce structure at the token level\u003c\/li\u003e\n\u003cli\u003eBuild context aware data pipelines that ground model outputs in fact\u003c\/li\u003e\n\u003cli\u003eReplace exact match assertions with statistical evaluation pipelines using bootstrap resampling\u003c\/li\u003e\n\u003cli\u003eScale QA using LLM as a judge techniques, and calibrate those judges properly\u003c\/li\u003e\n\u003cli\u003eMonitor for silent semantic drift in production before your users notice\u003c\/li\u003e\n\u003cli\u003eStructure engineering teams for AI native development\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThis is not management fluff or AI hype. It is a concrete, opinionated engineering framework for anyone tasked with shipping AI powered systems that actually hold up in production.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Sujal Choudhari\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798185250440\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/02\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 128\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.40lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.27d","brand":"Sujal Choudhari","offers":[{"title":"Paperback","offer_id":49174116237567,"sku":"9798185250440","price":9.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_4669d4c7-3061-4281-a914-b8a55a9f6db2.jpg?v=1788957748","url":"https:\/\/www.whiterainbookhouse.com\/products\/rebuilding-the-sdlc-for-probabilistic-sujal-choudhari-9798185250440","provider":"WR Book House","version":"1.0","type":"link"}