Claude Code ships with no codebase index while Cursor trains custom embeddings. Which repo-context strategy do you pick, and when?
Two frontier coding agents made opposite bets on the same problem, and both published evidence. Candidates who pick a side on vibes miss what the interviewer wants: the axes that actually decide it, and what each choice costs in staleness, latency, tokens, and infrastructure.
Updated Aug 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
Two frontier coding agents made opposite bets on the same problem, and both published evidence. Candidates who pick a side on vibes miss what the interviewer wants: the axes that actually decide it, and what each choice costs in staleness, latency, tokens, and infrastructure.
Lead with where the obvious approach breaks, because that is the judgment they are screening for — most candidates jump straight to the happy path and lose the room.
Then walk the failure back through the pipeline in order, naming the one metric the customer's exec sponsor actually cares about before you propose the fix.
