Lakshya

Learn

Four books, 29 chapters

Written to teach, not to summarise. Every chapter carries diagrams built to show a mechanism rather than decorate a page.

8 CHAPTERS The Interview Spine The seven things every archetype on this site tests, whatever the job title. Start here if you are preparing for an interview. Cross-cutting. Each chapter is linked from every role that tests it. 7 CHAPTERS AI from First Principles Seven chapters, no mathematics assumed. What a model actually is, what training means, why it is confidently wrong, embeddings, RAG, agents, and evaluation. Written for people who have to make decisions about AI without having built it. 7 CHAPTERS Securing & Governing AI The attack surface that is genuinely new, the risks that are old in new clothes, model risk, what audit evidence looks like, the frameworks, and how to be the function that enables. Assumes AI from First Principles. Read that one first if any of it is unfamiliar. 7 CHAPTERS Identity & Access Authentication versus authorisation, federation, the joiner-mover-leaver lifecycle, entitlements, privileged access, secrets, and machine identity. Deliberately not framed through AI — this is a discipline in its own right. The last chapter is where the two meet.