Bi-Weekly Review 2026-W23 | MTS Wrap-up, OmniTypist Cross-Platform Evolution, and lifexp Travel System

Over the past two weeks (June 1 to June 14), several product lines have progressed on GitHub. Looking back, the theme is very clear: I’m not just writing features, but organizing the messy information and workflows of real life into systems people can use with peace of mind. MatrixTradingSystem (MTS) Trading Operating System A lot of time these past two weeks was dedicated to the final sprint of MTS, focusing primarily on “preventing real users from stubbing their toes.” Aside from a few last-minute client features, we also added support for the emerging stock market (興櫃). This turned out to be quite interesting — I hadn’t realized that broker support for emerging stocks varied so wildly, which led to some rather peculiar issues. Most of these have now been resolved, with only Yuanta Securities remaining to clarify final details via email (to the point of having to reverse engineer the broker’s App to locate the root cause). ...

June 14, 2026 · 4 min · 641 words · ChenFu Kuo

Solo Founder × AI Agent Army: My Operating Directive

When you run a company alone, with an army of AI Agents at your side, the biggest risk isn’t actually “moving too slowly.” The biggest risk is turning yourself into a faster task machine. Over the past half year I’ve been pushing the trading system, Lectio, AI Email, the Mira assistant, several small tools, and knowledge bases all at once — and AI really has exploded my output. But one thing keeps getting clearer: speed itself is not the goal. So I wrote myself an operating directive to remember what AI is actually for. This post is its essence. ...

June 2, 2026 · 7 min · 1286 words · ChenFu Kuo

Bi-Weekly Review 2026-W21 | MTS Wrap-up, AI Email, Lectio Launch, and Mira

I used AI to pull together a retrospective from GitHub, and it turned out there was more progress than I’d imagined. Looking back on these two weeks, the point isn’t any single project but several threads moving forward at once. MatrixTradingSystem This stretch was mostly about pushing the trading system toward “something operators can genuinely trust.” A good number of features were added, and it’s now entering the wrap-up phase. It’s not just about features running — the flow has to be smoother, risk controls clearer, error messages understandable, and the risk of misclicks and misjudgments during operation reduced. Next up is shipping this one out. ...

June 1, 2026 · 4 min · 648 words · ChenFu Kuo

Lectio: An AI Voice Reading Companion for the Moment You Get Stuck

Over the past few weeks, I shipped a new macOS tool called Lectio. The starting point is simple: when you are reading a document, course, paper, product guide, or error message, the moment of confusion is usually small and immediate. Maybe one sentence does not make sense. Maybe a term is unclear. Maybe a stack trace needs one more explanation. Maybe a paragraph depends on context you have not fully connected yet. ...

May 22, 2026 · 4 min · 814 words · ChenFu Kuo

Bi-Weekly Review 2026-W19 | MatrixTradingSystem, Email Command Center, Auris, and a Toy Robot

MatrixTradingSystem Pushed the system from just runnable to actually testable for users. Fixed many real-world issues: broker integrations, order state synchronization, Windows installers, macOS releases, error diagnostics, log bundles, and various preflight checks. You really can’t see these things in a demo; they blow up while testing, and you fix them on the fly. I can only say the Windows environment is truly magical, and while some of these financial brokers are quite modern, others are very old-school. I hope the flag I set can be reached. For the next two weeks, my main focus will be getting this project done and shipping it! ...

May 16, 2026 · 3 min · 465 words · ChenFu Kuo

Bi-Weekly Review 2026-W17 | Robots, a Trading Agent, and the Maker Studio Is Up

It’s time for another bi-weekly review. With AI compressing the scale of time so extremely that even a single day can feel long, why do I still review on a two-week cadence? I thought about it, and there’s no real reason — this scale just feels comfortable. These two weeks, I kept meeting up with friends (and freeloaded quite a few meals, ha), attended a few seminars, continued advancing through the AI PM course and some online classes, reported back to my parents, and went through the move-in process for the studio. Looking ahead to May, a batch of hardware SKUs I’d ordered earlier will start arriving. Most importantly, there’s a small toy robot — I think it’ll be a fun theme, and something my daughter can play with as field testing. Another important thing is building a “real” Agent that can help me run development work in parallel, actually scaling a version of myself. And finally, an old classmate asked me to build a multi-broker trading system. I do invest, but building an order-placing tool was something I’d never considered before; after diving in this week, I found it quite interesting — and I have to plant a flag to wrap this project up in May! ...

April 30, 2026 · 3 min · 555 words · ChenFu Kuo

Why I'm Building the Edge Intelligence Stack

AI’s Center of Gravity is Wrong Open any tech news feed and it’s all cloud AI, all the time. Bigger GPU clusters, more training data, pricier API calls. As if intelligence can only live in faraway data centers, available on demand — as long as your network holds up. But that’s not how the real world works. A factory camera needs to spot defects in milliseconds. A vehicle sensor can’t wait for a cloud round-trip before deciding to brake. A remote agricultural monitoring station might not even have a stable 4G signal. These scenarios — factories, cameras, sensors, vehicles — are the backbone of the physical world. And they all run at the edge. ...

April 16, 2026 · 5 min · 966 words · ChenFu Kuo

AI-HIL: Giving Hardware Eyes and Hands — Closed-Loop Automation for Embedded Development

It Started with a Complaint Day three. This little dev board is seriously tough. Claude Code’s free-tier generosity let me sprint hard, but I still hit the usage limit. I went to a conference that morning, and the whole time one thought kept looping in my head: How much time have I spent copy-pasting? JTAG call stack, SWD register dumps, Serial Console logs — paste a chunk over, AI gives a suggestion, I tweak the code, rebuild, flash, grab the logs, paste them back. Over and over. Sometimes I paste into the wrong window. Sometimes I miss the critical three lines. ...

March 20, 2026 · 5 min · 900 words · ChenFu Kuo

Obsidian Digital Brain: Building the 'Edit-to-Publish' Workflow for chenfu.ai

Introduction In our pursuit of the “All in AI” philosophy, the process of internalizing and producing knowledge shouldn’t be hindered by complex toolchains. By deeply integrating Obsidian with the chenfu.ai project, I have successfully achieved a seamless “edit-to-publish” experience. By incorporating AI-assisted analysis, every note I take now resonates with my historical technical expertise. Phase 1: Basic Connection and Path Optimization First, we set up Obsidian as the dedicated editor for the Hugo project, linking local files directly to the Vault. ...

March 9, 2026 · 3 min · 546 words · ChenFu Kuo

[Personal Reflections] Farewell My Angel

No more words to say. Farewell my little angel…

December 4, 2013 · 1 min · 9 words · ChenFu Kuo