推理 / NAVIN RESEARCH
Long Context Is Not the Same as Memory
Use large context windows deliberately; retrieval, summaries, and durable state still matter.
Use large context windows deliberately; retrieval, summaries, and durable state still matter.
简要回答: A larger context window can hold more tokens, but it does not guarantee that every detail is used correctly or remain affordable. Keep authoritative state structured, retrieve relevant evidence, place instructions clearly, and evaluate performance at realistic context lengths.
实施步骤
- Separate instructions, current task state, retrieved evidence, and history.
- Remove duplicate and obsolete content before each call.
- Use retrieval metadata so evidence can be traced to its source.
- Benchmark with distractors and facts placed at different positions.
验证清单
- Measure answer support and retrieval precision.
- Track input-token cost and cache hits.
- Test whether a compact curated context beats the full transcript.
常见错误
- Appending every prior turn forever.
- Using summaries as if they were authoritative records.
- Assuming advertised capacity equals reliable recall.
实际决策
先交付能够通过上述检查的最小设计。记录测试中使用的模型、提示词、工具、数据集与运行时版本，让后续变化可以被比较而不是被猜测。依赖供应商的限制、模型名称、价格或预览功能之前，请重新检查链接文档；这些细节变化往往快于本文的工程原则。
