LongContext articles

2 articles about LongContext, newest first.

• Memory Harnesses: When Extra Context Actually Helps — Memory only matters when the task exceeds a model's context window; otherwise it just adds cost. A ranked recall ledger beats RAG and an oracle, and bad memory wastes tokens.
• Testing Claude: From Zero to Autonomous Problem Solving — Parker tests Claude with increasingly hard tasks, showing how the model reads images, writes code, debugs, and knows its limits.