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The NiceEval team's product and engineering blog.

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Introducing MemoryBench: Benchmarking Agent Memory on Real Coding Tasks
Product thinking

Introducing MemoryBench: Benchmarking Agent Memory on Real Coding Tasks

Same model, same tasks, one variable: the memory layer. MemoryBench measures how much agent memory actually helps across continuous, real-world coding tasks.

2026-08-057 min readProduct thinking
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Prompt evaluation vs agent evaluation: where the real difference lies
Product thinking

Prompt evaluation vs agent evaluation: where the real difference lies

Your prompt looks perfect in the playground, then falls apart the moment it touches a tool. Prompt evaluation checks the output; agent evaluation checks the path — they're two different paradigms.

2026-07-196 min readProduct thinking
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