The Million-Token Question: What We Actually Found

Structured context beat naive long context, retrieval handled noise better, and simple baselines held up better than expected.

January 2, 2026 · 7 min · Srinidhi Ramanujam

The Million-Token Question: Does More Context Actually Make LLMs Smarter?

Why million-token windows do not remove the need for retrieval, structure, and disciplined context design.

December 17, 2025 · 4 min · Srinidhi Ramanujam