Build a spreadsheet cell-dependency engine: evaluate formulas and detect circular references.

Sierra's signature build screen: cells hold values or formulas referencing other cells, and editing one must recompute its dependents without infinite loops. The signal is the dependency graph plus cycle detection. Here is the topological-eval design.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.