Few-shot CoT （原始 paper、 Wei et al. 2022）：在 prompt 里放几个带推理步骤的例子，让 LLM 模仿着想 Zero-shot CoT （Kojima et al. 2022）：在 prompt 结尾加上“Let's think step by step”来触发 reasoning trace 准确度通常会提升，代价是 token 数变多。 Few-shot ...

Comprehensive guide to AI agent engineering: how 30+ frameworks actually work under the hood. Context rot, compaction, system prompt assembly, SOUL.md, agent loops, memory systems, tool sprawl, MC ...

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Zoho CRM is a strong all-around sales and marketing platform, but it is not the right fit for every team. I compared the best Zoho alternatives for pricing, sales features, automation, integrations, ...

Today:Early fog in the far southwest clears quickly. Most areas stay dry with sunshine and variable cloud, though northern and northeastern regions may see isolated showers. Light winds overall, ...