Add Navigation Search Bar

Exact Match: Unlike PaperMod’s built-in fuzzy search (which often returns many irrelevant results), this search strictly matches keywords. As long as the article title, abstract, or content exactly contains the words you type, it will be displayed immediately. Sorted by Time: I added and enabled the date attribute in Hugo’s data index (index.json). When displaying search results on the frontend, it is explicitly set to “latest articles first,” and the article’s publication date is also shown. Seamless Interface Integration: It is built into layouts/partials/header.html (meaning every page such as post, portfolio, about can directly access and use it). Results are displayed directly in a floating overlay, without needing to navigate to a separate search page. ...

April 18, 2026 · 1 min · datafox & 柯宥圻 (Yuchi Ko)

The End of Spells: Why the 'Prompt Engineer' Myth of 2023 Was a Collective Delusion?

I’ve recently been looking back at the news from 2023, when everyone was touting prompt engineers as the next high-paying opportunity in Silicon Valley, and even the best path for liberal arts majors to enter the tech industry, like this article: link It was content like this that prompted me to try transitioning from the financial industry to AI, little did I know I’d get so deeply involved. Looking back at the summer of 2023, it was the year when ‘Prompt Engineers’ were elevated to mythical status. At that time, observing how Midjourney in its early days required extremely precise, almost mystical keywords to generate usable images, I too once thought: perhaps this is the future—an art where humans use ‘intuition’ and ’experience’ to explore the boundaries of models. We would accumulate human experience to find the ‘correct way to open’ this black box, figuring out how to awaken this grand magic box to get what we needed, and with significant variance at that. ...

April 18, 2026 · 4 min · datafox & 柯宥圻 (Yuchi Ko)

Website Redesign Record: Pitfalls and Fixes for the Chinese-English Switching Feature

This is the Chinese introduction…

April 18, 2026 · 1 min · datafox & 柯宥圻 (Yuchi Ko)

Movie Review: Fly, Mountain Hawk-Eagle!

I just watched the second preview screening (4/16) of “Fly! Mountain Hawk-Eagle.” Thanks to the Raptor Research Group of Taiwan for providing students with admission, allowing me to get a sneak peek at this precious documentary. Now that I’ve just finished watching the film, I want to promote it a bit, trying to convince friends who might find documentaries boring XD. First, let’s talk about why we should care about raptors. Besides the superficial impressions of “eagles are cool, apex predators, TSG Hawks (a baseball team),” the presence of raptors also signifies that the current overall ecosystem is stable and safe. If you’ve studied junior high biology, you’d know that with each step up the food chain, energy decreases by about a tenth, so by the time it reaches raptors, perhaps only one-thousandth or less remains. If an environment can sustain raptors, allowing them to soar freely in the sky, it usually indicates that our current location is a place rich in energy and with balanced population development for various species. ...

April 16, 2026 · 6 min · datafox & 柯宥圻 (Yuchi Ko)

Even Top Conference Papers Can't Escape Basic Arithmetic Checks

While deeply researching a Main Conference paper published at ACL (a top conference in Computational Linguistics) recently, something both amusing and frustrating happened to me. To develop my new paper framework, I meticulously went through the paper’s open-source GitHub code and raw data distribution. As a result, I discovered a glaring, basic flaw that even the three original reviewers missed: this paper, which claims to evaluate “financial reasoning ability,” got even basic addition and subtraction wrong! The main issue was: “The total number of questions N claimed by the paper did not equal the sum of its listed components A + B.” Simply put, the authors confidently detailed the data sources in both the main text and the appendix, yet these two numbers, when added together, surprisingly did not match the total number they repeatedly emphasized in the abstract, main text, and figures. ...

April 14, 2026 · 2 min · datafox & 柯宥圻 (Yuchi Ko)

A Critical Review of Barcelona Travel, Graded from 'Bopomofo B' to 'Erh'

This is a “Barcelona Survival Checklist” compiled after half a year of blood, sweat, the urge to pee, wits-matching with pickpockets, and even being attacked by parrots. I’ve streamlined those ramblings for you, but retained the sharp edge of “I lived here and I’m proud, but I also almost went crazy living here.” 🦊 datafox’s Barcelona “Expected Value vs. Actual Utility” Critical Review Summary This city is basically a giant random variable, and your $U(x)$ (utility) completely depends on your distance from a restroom and whether your phone is still in your pocket. ...

April 9, 2026 · 5 min · datafox & 柯宥圻 (Yuchi Ko)

My LinkedIn Story and Advice for College Students

My Story with LinkedIn Although I can no longer find the notes I took in my freshman year, I still remember attending “Introduction to Financial Management” back then. Amidst a dazzling array of fancy job titles, I grasped a common rule: successful people were all actively managing their LinkedIn profiles. Whether they were investment analysts, entrepreneurs, asset managers, or tech PMs, having a professional online presence coupled with a high number of connections, though requiring time to cultivate, was essentially all upside and no downside. Here are two insights I’ve gained over the past few years: ...

April 6, 2026 · 3 min · datafox & 柯宥圻 (Yuchi Ko)

Taipei Mayoral Election: Observations and Data

I feel that Shen Po-yang’s public image was predominantly positive until early 2024, especially when he was invited to “Night Night Show” at the end of 2023 to introduce his expertise, and when he published his book “What If the CCP Attacks Us?”. At that time, he was seen as a normal person with professional expertise, and “resisting China to protect Taiwan” was a quite reasonable option, as the party affiliation was not as strong then. Young people, in particular, trusted his professional abilities more than his party leanings. ...

April 4, 2026 · 11 min · datafox & 柯宥圻 (Yuchi Ko)

Datafox Podcast Launching

In addition to running https://datafox.tw (feel free to continue following my blog!), I’ve also started to consciously do one more thing: Continuously share my observations, things I’ve learned, and the detours and corrections made along the way. I still remember formally conceptualizing my podcast content towards the end of my exchange, while riding a scooter to Oia on Santorini, letting my mind wander. When a good topic came to mind, I’d just pull over and jot it down. Although I felt a bit demotivated in the second half of 2025 due to a busy master’s life and course schedule preventing me from actively participating in the NTU Podcast Club, I decided to use a portion of a good scholarship I received to buy podcast equipment. And when I thought that if I really gave up, I could sell the equipment I bought and get back about 70% of the cost, it made the investment feel very worthwhile. ...

March 23, 2026 · 5 min · datafox & 柯宥圻 (Yuchi Ko)

Career Fair Reflections and NTU AI

Although everyone says Taiwan is a “ghost island” where the tech industry reigns supreme, at least, software engineering and AI happen to be exactly what I enjoy. I am very lucky. It’s undeniable that the global trend is increasingly STEM-centric. But even so, I still deeply respect and continuously engage with knowledge from the humanities. History and philosophy have always been subjects I love. Recently, I even often listen to Dream of the Red Chamber as a background story before sleep. ...

March 6, 2026 · 2 min · datafox & 柯宥圻 (Yuchi Ko)