القائمة
记忆系统自动 GC — audit 当前 MEMORY.md / shared/ / disk memory 文件健康度。**Pressure-driven 不是 time-driven** — 没积累就不该清, cold ≠ garbage, 没新东西不要找事清。当用户说「memory audit」「记忆 GC」「记忆清理」「sleep gc」「/memory gc」「/memory audit」「check memory health」时触发。
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
NVIDIA NVL72 (GB200/GB300) GPU 集群验收测试。Profile 驱动的端到端质检：硬件自检、DCGM 诊断、NCCL 带宽、cuBLAS GEMM、单域/跨域多节点 NCCL、日志分析、报告生成、故障节点处理。含验收 baseline 阈值与判定标准。当用户说"验收测试"、"GPU QA"、"质检"、"跑一下 hw-check"、"NCCL benchmark"、"节点健康检查"、"GPU 集群测试"、"NVL72 测试"、"GB300 QA"、"GB200 QA"等关键词时触发。
Build polished, on-brand slide decks (python-pptx → Google Slides) and richly formatted Google Docs, with a reusable design system, matplotlib charts, AI-generated imagery (Nano Banana), a render-verify loop, and link-stable Drive uploads (PATCH same fileId so the share link never changes). Use when the user wants to create or iterate a presentation / briefing deck / exec one-pager / formatted Google Doc — especially customer or executive briefings that go into Google Drive. Also covers extracting user-pasted images from the session transcript and converting decks/docs to PNG for visual self-check.
Generate music using Google Lyria 3 (DeepMind). Use for "生成音乐", "作曲", "写一首曲子", "generate music", "create a song", "compose", "piano piece", "钢琴曲", "make a beat", "生成钢琴曲", "来一首歌".
Read WeChat Official Account (微信公众号) articles. Trigger when user shares any mp.weixin.qq.com URL, or says "微信文章", "公众号文章", "读一下这个微信链接", "WeChat article". Bypasses WeChat's anti-scraping CAPTCHA by emulating the WeChat in-app browser. MUST be used instead of WebFetch/Jina for any mp.weixin.qq.com link — those tools WILL fail with "环境异常" CAPTCHA.
Compute Hong Kong salaries tax partial exemption for share awards (GSU / RSU / stock options) under DIPN No. 38 paragraphs 43-46 and section 8(1A)(a) of the Inland Revenue Ordinance. Full lifecycle: (1) auto-extract vest data from Morgan Stanley / IRD / IR56B via Chrome MCP, (2) compute DIPN 38 time apportionment, (3) cross-check IR56B vs IRD assessment to detect unclaimed exemptions, (4) generate APPENDIX-EQUITY PDF for eTAX submission, (5) generate HTML audit report for personal review, (6) guide eTAX BIR60 filing or 70A retrospective claim. Triggers: HK salaries tax, BIR60, IR56B, share award apportionment, DIPN 38, 'partial exemption', cross-border GSU/RSU vest, '报税分析', '股票减税', 'GSU 豁免', '从内地转来香港', '70A', 'time apportionment', '股票报税'.
Guide for selecting and configuring distributed training strategies in NeMo AutoModel, including FSDP2, Megatron FSDP, DDP, and parallelism settings.
| name | memory-gc |
| description | 记忆系统自动 GC — audit 当前 MEMORY.md / shared/ / disk memory 文件健康度。**Pressure-driven 不是 time-driven** — 没积累就不该清, cold ≠ garbage, 没新东西不要找事清。当用户说「memory audit」「记忆 GC」「记忆清理」「sleep gc」「/memory gc」「/memory audit」「check memory health」时触发。 |
| trigger | memory audit / 记忆 gc / 记忆清理 / sleep gc / memory health / 体检记忆 |
核心哲学: GC 按 pressure 触发, 不是按 time 触发. 类比 Chrome 的 mark-and-sweep — 不是 timer 触发, 是 heap 压力到阈值才触发. 没积累就不该清, cold ≠ garbage.
7 0 * * 1 UTC (= 周一 8:07 HKT) — 一周一次, 给积累有时间发酵只显示 🚨 ACTIONABLE 段 (dead/dup/stale). 如果 actionable=0 → 直接 silent 输出 "🟢 健康无需 cleanup", 不展开 cold links 列表防止形成清理冲动.
# cron / 每日 check 用这个 (默认 silent if healthy)
python3 ~/CloseCrab/scripts/memory-audit.py --action-only
# 完整 3 段报告 (按需展开看 cold/orphan, 比如周末手工审)
python3 ~/CloseCrab/scripts/memory-audit.py
# JSON / 调窗口
python3 ~/CloseCrab/scripts/memory-audit.py --json
python3 ~/CloseCrab/scripts/memory-audit.py --cold-days 30
python3 ~/CloseCrab/scripts/memory-audit.py --stale-days 14
| 类别 | 信号 | 处理 |
|---|---|---|
| 🚨 ACTIONABLE (必清, 无风险) | stale_timestamp / duplicates / dead_index | 看到立刻清, 任何 session 都可干 |
| 👀 NEEDS REVIEW (case-by-case) | orphans (disk 有 MEMORY 没) | 看 head + mtime, active 补索引 / 废弃 rm disk |
| ℹ️ INFO ONLY (绝不强清) | cold_links (近 N 天 0 Read) | cold ≠ garbage. 只 user 主动 ask 才看. 平时 cron 报告默认不展开. R5 实证 cold shared/ 改触发关键词后命中率 17%→83%, 不是该删. |
cold ≠ stale。R5 验证 cold shared/ 文件改触发关键词后命中率从 17%→83%。100 个冷 feedback link 里大部分是「平时不 trigger 但一旦 trigger 就救命」的深度知识。只删有明确证据过期的：
rm disk filejob_id e642aac85244, target=jarvis, cron="7 0 * * 1 UTC" (= 周一 8:07 HKT)