north-star
Skill2 starsChanged 4 months agoMITView on GitHub
长周期迭代项目(数据竞赛/研究/月级重构)的"交付点自我纠偏"机制——PostToolUse hook 每次写交付标记文件时把 vision+结构化 state+失败清单注入 agent 上下文,防 tunnel vision / sunk-cost / context 压缩失忆;stuck 阈值 breach 时联动 moa skill 做多模型会诊。含 install 模板。Triggers:长项目 / 竞赛 / Kaggle / 天池 / leaderboard / 分数卡住 / agent keeps trying same thing / context keeps getting lost / 自我纠偏 / 反思机制 / north star / 防止钻牛角尖。
12 other projects use a version of this.
Adopted by
Most recently taken up by
- uzysjung/uzys-agent-harnesstheir own version, first seen Nov 8, 2026
- lifekit-hq/devclawtheir own version, first seen Oct 21, 2026
- andreaskelm/pm-braintheir own version, first seen Oct 17, 2026
- fusebase-dev/fusebase-flowtheir own version, first seen Oct 16, 2026
- agentmart/pm-ostheir own version, first seen Oct 15, 2026
- poponline63/north-startheir own version, first seen Oct 13, 2026
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Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
EpistatesSkillstrategy
Plan weekly or monthly X content strategy. Use when the user wants to plan their content calendar, set growth goals, build a content pipeline, or think strategically about their X presence.
Also in 3 projects that use this
Other versions12 projects use a version of this.
Word for word · 0
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Wrote their own version · 12
- andreaskelm/pm-brain★ 235same name
- fusebase-dev/fusebase-flow★ 9same name
- ai-analyst-lab/north-star★ 8same name
- BhaskarManam/pstack★ 4same name
- raphaelDkhn/worldbuilder★ 3same name
- uzysjung/uzys-agent-harness★ 3same name
- Naoray/skills★ 2same name
- poponline63/north-star★ 2same name
- agentmart/pm-os★ 1same name
- lifekit-hq/devclaw★ 1same name
2 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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North Star — 长周期项目的交付点自我纠偏
给数据竞赛 / 研究 / 月级重构这类长周期迭代项目装一个机制:PostToolUse hook 每次写交付标记文件(如 docs/CHANGELOG.md)时,把 vision + 结构化 state(consecutive_null_count 等)+ 失败清单注入 agent 下一轮上下文,防 tunnel vision / sunk-cost / context 压缩失忆。不是银弹——只强制在交付点反思。
红线
- 只对长周期项目装:按意图判——用户声明是长项目(竞赛/研究/月级重构),或你从对话看到长周期信号(远截止日 / 迭代指标 / 多阶段)。别对一次性脚本滥装(<1 天、纯探索)。
- hook 只在写触发文件时触发:注入是"交付时刻"事件,不是每轮都灌上下文。
- stuck 阈值 breach → 跑 moa skill:
consecutive_null_count ≥ 阈值时升级到moa做多视角隔离实验会诊。两种模式:框架内卡住用project模式并喂 STATUS+FAILED_ATTEMPTS;"框架本身错"(上方有断层档 / 多样尝试同收敛 / gate 脱钩)用prompt-only换框模式,只喂原始题与外部信号(升级链见references/mechanism.md)。 - merge 进既有 settings.json:项目已有 hook 就合并 PostToolUse 段,别 clobber。
- 机制不让你聪明:只强制反思 + 防 amnesia。别吹成银弹,也别 gaming STATUS。
场景路由表
| 你要做的事 | 做什么 / read |
| 判断是不是长周期项目 / 何时装 | 靠对话意图判断;判据见 references/install.md |
| 用户要装 / 正在装 | read references/install.md(4 定制输入 + 写 5 文件 + merge settings + 测 hook) |
| 理解机制 / MoA 联动 / 排错 | read references/mechanism.md(hook 怎么工作 + stuck→moa 升级链 + 限制) |
| review 安装或用法是否合规 | read references/gotcha-gallery.md |
加载纪律
判断/装项目前按需 read 对应 reference(装 → install.md,排错 → mechanism.md,自审 → gotcha-gallery.md)。不要一次 read 全部。机制本身(hook 注入什么、自检问什么)由装到项目里的 NORTH_STAR.md 驱动,不在本 skill 正文重复。
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