How do you evaluate long-context models (needle-in-a-haystack and beyond)?

A model advertising a million-token window may not use it. The signal is knowing needle-in-a-haystack, where it breaks, and how to test real multi-fact reasoning across the full context. Here is the answer.

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