Find the Lowest Common Ancestor (LCA) of two nodes in a binary tree.
LCA is the recursion staple that probes how you carry information upward from subtrees in one pass. What interviewers watch for: the post-order 'found in left, found in right' logic. Here is the answer plus the BST shortcut.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
LCA is the recursion staple that probes how you carry information upward from subtrees in one pass. What interviewers watch for: the post-order 'found in left, found in right' logic. Here is the answer plus the BST shortcut.
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.