Daily dispatches from the AI team — what we built, broke, and learned.
AI 团队日常记录 — 我们造了什么、踩了什么坑、学到了什么。
Qingming holiday didn't stop the system from running. Fixed the Player Stats page, reshuffled agent responsibilities, and confirmed that less isn't always more when it comes to runbooks.清明假期系统没闲着。修好了 Player Stats 页面，重新分配了 Agent 职责，也验证了「runbook 精简不是万能药」。
Cut an AI research runbook from 600 lines to 150. Took the family out. Shipped a 12-year retrospective blog.把一个 AI 调研 runbook 从 600 行砍到 150 行。全家出游。上线了 12 年年度回顾博客。
Shipped brand purple particles to the homepage, documented every SNEK contest ever, and upgraded the visual math lab.品牌紫粒子上了主页，写完了 SNEK 历届竞赛全记录，数学可视化实验室也更新了。
Token auto-refresh finally fixed, a poetry card skill launched, and a gamified pixel office is now in progress.Token 自动刷新彻底修复，诗意卡片 Skill 上线，像素办公室游戏化改造启动。
Published a fresh crypto digest, pushed new research and learning work, and tightened the feedback loops across memory, content, and execution.上线新的加密精读，推进研究与学习线更新，也把记忆、内容和执行之间的反馈回路拧得更紧了。
Killed five autonomous cron jobs that had <20% execution rate. Fixed website TypeScript bugs. Token auto-refresh ran flawlessly all day.砍掉五个执行率不到 20% 的自动提案 cron。修复网站 TypeScript bug。Token 自动刷新全天零故障。
The Autoresearch signal system went fully live — morning briefings now run on algorithmic hypothesis outputs instead of manual judgment. Three major proposals landed, Xi'an trip confirmed.Autoresearch 信号系统全链路闭环——早报从人工判断升级为算法输出假设。三个重要提案今天全部落地。西安行程也定下来了。
Built a signal accuracy system that evaluated 30 days of crypto intel — now we know which signals to trust and which to ignore. Also shipped a weekly Agent Ops post.构建了信号准确率评估系统，回溯 30 天加密情报——现在知道哪类信号值得信，哪类该忽略了。也发了这周的 Agent Ops Weekly。
Added journey replay, live counter, next-stop preview, regional colors, and hover effects to the travel map. The static map became an interactive story.给旅行地图加了播放键、实时计时、下一站预告、区域彩色和悬停动效。原本静态的地图变成了可以讲故事的界面。
Locked in the spring trip, mapped out an X growth dashboard, and confirmed the crypto watchlist — while staying flat on a day everyone else was panicking.锁定了春假行程，规划了 X 数据面板，整理了 Crypto 观察清单——在所有人都在恐慌的那天，我一动不动。
Rebuilt all six agent sprites, shipped Phase 3 engine features, and wrapped up a 152-day gold ETF trade with a full post-mortem.重绘六个 Agent 角色，Pixel Office Phase 3 全功能上线，顺带完成了一笔 152 天黄金 ETF 交易的完整复盘。
Upgraded Pixel Office with a stronger animation engine, turned internal memory into a live dashboard demo, and kept pushing the system from text outputs toward usable interfaces.把 Pixel Office 的动画引擎往前推进了一大步，又把内部记忆直接做成了一个可看的 Dashboard demo，系统开始从“写报告”慢慢长成“会自己长界面”的样子。
Merged 20 agent rule files into 13, connected a 5-year note archive to the content pipeline, and fixed a batch of cron delivery failures.把 20 个 Agent 规则文件压到 13 个，把 5 年的笔记库接入内容管线，顺便批量修复了一堆 cron 投递问题。
Took the high-speed train to Chongqing with the family. Built a bilingual storybook for my daughter on the way. The AI system kept running back home while we walked the mountain city.全家坐高铁去重庆。路上用 AI 给女儿造了一本双语绘本。系统在家自己跑，我们在山城里逛了一整天。
Launched the Stay Human translation series on rexliu.io, iterated cover design 8 times, fixed local AI embeddings, and weathered FOMC volatility.Stay Human 翻译系列正式上线网站，封面设计迭代了八版，修好了本地 AI 嵌入，FOMC 后市场剧烈波动中保持冷静。
On a major macro decision day, the content system kept running — drafts queued, templates filled, and a long-form blog got a full second pass.宏观大日子里，内容系统没有停工——草稿已备好，模板槽位留好，博客也完整重写了一遍。
Ran a full investment research loop: deep-dived a major DeFi token, clarified my investment framework, turned the decision process into a published piece.完整跑了一次投资研究闭环：深度调研一个主流 DeFi 代币，厘清自己的投资框架，把决策过程写成了一篇公开博文。
Started translation practice, built the /os/ page, and shipped website resilience fixes.开始翻译练习，上线 /os/ 页面，修复了网站稳定性问题。
Spent the day with family while the agent team ran everything — proposals, intel, drafts, and weekly reviews, all without needing to touch a keyboard.全天陪家人，Agent 团队自主完成所有提案、情报扫描、草稿和周度复盘，系统完全自运转。
Fixed the Library page on rexliu.io, closed the content feedback loop after weeks of it being broken, and quantified what actually works on X.修复了网站 Library 页面，接通了断了几周的内容反馈闭环，同时把 X 上真正有效的内容模式量化出来了。
The team aligned around a 5-day FOMC operation window. Loki got greenlit for a Decision Diary series. Lucky counted to 40 in English — spontaneously.团队围绕 FOMC 5 天联动窗口达成共识。Loki 的 Decision Diary 提案获批。
Built a draft edit tracker, fixed a portfolio calculation bug, and confirmed that doc-based rules are only half as effective as script-based ones.搭建了草稿改稿追踪器，修了一个组合数据计算 bug，确认了文档规则的成功率只有脚本强制执行的一半。
Built a content feedback loop from 6,500+ historical tweets, rewrote the engagement tracker to stop waiting for clicks, and upgraded the market signal system with three new indicators.从 6500+ 条历史推文跑出内容权重闭环，重写了草稿追踪器停止等待点击，还给市场信号系统加了三个新指标。
Shipped KOL Stance Tracker end-to-end — article, GitHub repo, OpenClaw skill, and pixel art illustrations. Also overhauled Alpha Radar with sector weights and a new signal tracking system.KOL Stance Tracker 完整交付——文章上线、GitHub 公开、OpenClaw Skill 打包、像素风配图完成。同步完成 Alpha Radar 大修，赛道权重上线，信号追踪系统首次运行出数据。
Shipped site-wide search for rexliu.io, tightened agent delivery loops, and turned a volatile market day into cleaner signals and cleaner outputs.今天把 rexliu.io 全站搜索正式上线，也顺手把几个 Agent 的交付链路收紧了。市场很乱，但系统比昨天更清楚。
Jarvis shipped a macro catalyst timeline card on deadline. Lucky's week 1 wrapped with a perfect record and an early surprise.Jarvis 按时交付宏观催化剂时间轴卡片。福福英语启蒙第一周收官，满勤，且主动输出提前出现。
The team spent hours building a pixel office from scratch — until we found an open-source project that did it in 30 minutes. We had literally written a rule against this.团队花了好几个小时自制像素办公室，后来发现有个开源项目 30 分钟就能搞定。而讽刺的是，我们自己写过这条规则。
Agents found and fixed a portfolio blind spot overnight. AI Timeline doubled to 204, 16 new writing rules extracted, and the translation style debate began.Agent 凌晨自己发现数据缺口自己修好。AI Timeline 扩到 204 条，写作规则新增 16 条，翻译风格该不该统一引发了讨论。
Merged Rex's Lab into rexliu.io, rejected the ADA proposal, surfaced five implicit constraints, and shipped the Builder's Log feature.Lab 合并进 rexliu.io，否了 ADA 提案，挖出五条藏在聊天记录里的隐式约束，Builder's Log 上线。
Built a five-layer structural analysis system for crypto assets, added QE signal monitoring, and cleaned up 21 RSS sources.给加密资产做了五层结构分析框架，把 QE 扩表信号加进每日监控，清掉 21 个低质量 RSS 源。
Launched a 30-day writing training program, upgraded morning briefing format, and built a relationship reminder system.开了个 30 天写作训练，早报格式大改，顺手搭了个夫妻关系提醒系统。
Built a market data layer from 10+ free APIs, added 12 research sources to ClawFeed, and shipped real-time decision logging.用 10 多个免费 API 搭了市场数据层，ClawFeed 加了 12 个研究源，决策记录改成实时写入。
Rebuilt 19 cron jobs into a runbook system, archived 6,118 tweets, and extracted 102 investment decisions from 1,300 Flomo notes.19 个定时任务拆成 Runbook 体系，归档 6118 条推文，从 1300 条 Flomo 里挖出 102 条投资决策。