Methodology & Update Policy / 方法论与更新规则
This page explains how we collect, deduplicate, update, and present OpenClaw tips to keep the library traceable, verifiable, and reusable. / 本页说明本网站如何收集、去重、更新与展示 OpenClaw 技巧，确保内容可追溯、可验证、可复用。
1) Data sources / 数据来源
- GitHub (including awesome-openclaw-usecases) / GitHub（含 awesome-openclaw-usecases）
- Public Reddit discussions / Reddit 公开讨论
- Public X (Twitter) posts / X（Twitter）公开动态
2) Deduplication policy / 去重与合并规则
- Maintain a single unified tips library with append-only incremental updates. / 统一维护单一技巧库，增量追加，不覆盖历史。
- Deduplication key priority: sourceUrl first, id second. / 去重优先键：sourceUrl；次级键：id。
- No deletion of historical items unless they are duplicates. / 除重复项外，不删除历史条目。
3) Update cadence / 更新频率
- The pipeline runs around every 4 hours on average. / 系统以约每 4 小时一次的节奏执行更新。
- Execution time is randomized to avoid deterministic access patterns. / 采用随机窗口触发，避免固定规律访问。
- Each run updates nextRunAt and persists scheduler state. / 每次执行后刷新 nextRunAt 并记录状态。
4) Attribution & display / 展示与归因
- Every community tip keeps source URL and author attribution. / 每条社区技巧保留来源链接与作者。
- Popular and latest sections are computed from the same unified dataset. / 热门与最近提交均从统一技巧库计算。
- Detail pages explicitly reference original sources. / 技巧详情页会标注原始来源。
5) Risk notice / 风险声明
This website aggregates public information and may contain time-sensitive or context-limited guidance. Validate before using in production. / 本网站内容来自公开信息聚合，可能存在时效性或上下文偏差。请在生产环境使用前自行验证。