Lakshya

Handbook

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.

CHAPTER 1 Measuring what resists measurement Named in 59% of AI postings and 42% of platform postings. Almost nobody studies it deliberately. CHAPTER 2 The control One habit separates strong candidates from plausible ones more reliably than any technical depth. CHAPTER 3 Design under constraint The decisive round for SRE, AI Platform, Infrastructure — and the reason strong engineers fail it. CHAPTER 4 Latency and cost arithmetic The one piece of maths that is genuinely counterintuitive — and it comes up in every agent interview. CHAPTER 5 Discovery before solution The decisive round in three separate archetypes, with the lowest pass rate of any stage. CHAPTER 6 Failure and incident narrative Every archetype asks for this story. The outage is the setting; the decisions are the content. CHAPTER 7 Reading a job description About 70% of a posting is boilerplate. Knowing where the other 30% lives changes how you apply. CHAPTER 8 Which market are you interviewing for? AI-native and enterprise are two different jobs wearing one title. Studying for the wrong one is the most expensive mistake on this site.