Essays

Essays#

This is the place within Notes for reflections, opinions, observations, retrospectives, and direction-setting posts.

  • Commentary on events and things I notice
  • Notes on direction (blog, work, life)
  • From short reflections to longer essays

Finally Finding My Blog’s Direction: Turning It into a Content Factory

Finally Finding My Blog’s Direction: Turning It into a Content Factory#

2026-01-10

I’ve finally found the direction for my blog. It took longer than I expected (much longer, honestly). I’ve consistently had the desire to write, but the answers to why I write, what I should write, and how I should keep it going were always blurry. So there were always beginnings, short bursts of enthusiasm, and then long pauses. Now, after enough trial and error, I’m starting to see a shape that feels like “this might actually last.”

Revisiting Ted Factory’s Direction in the Agent Era

Revisiting Ted Factory’s Direction in the Agent Era#

2026-02-04

As a software engineer and an AI engineer, I often think about what I should care about in the long run, what goals I should set, and what kind of mindset I should live with. In times like these—when technology changes quickly—it’s natural for plans to shake. But just because it’s natural doesn’t mean I can brush it off lightly. When my direction shakes, my actions change, and when my actions change, the results change.

First Impressions of Claude Cowork: Bringing Agents to Non-Dev Work

First Impressions of Claude Cowork: Bringing Agents to Non-Dev Work#

2026-02-08

A feature called Claude Cowork has been released. (It’s been out for a while, but I only just got around to trying it.) I’ll ramble on a bit more below, but for those short on time, here’s a quick summary:

  • Think of Claude Cowork as Cursor for non-developers.
  • It can handle file management & referencing + plugin integration + MCP or Skill additions + web browser control.
  • I believe that workflows built around Claude Cowork (or similar services) will become mainstream before long.
  • That said, it’s still officially in a research preview stage and currently only available on macOS, so many people will need to wait a bit longer.

Background#

While working with Cursor (an AI-powered code editor), I started wondering whether the same approach could be applied to tasks beyond software development. However, since Cursor is inherently a software development tool, there was a real barrier to using it for non-dev work. So I had been quietly hoping that ChatGPT or Claude would release some kind of application better suited for non-development tasks—and it turns out Claude shipped a feature called Cowork first.

Installing and Analyzing OpenClaw: A New Standard for Personal AI Agents

Installing and Analyzing OpenClaw: A New Standard for Personal AI Agents#

Why Is OpenClaw So Hot Right Now?#

These days, it’s harder to find someone in the developer community who doesn’t know about OpenClaw than someone who does. It has surpassed 300,000 GitHub stars, and 2 million people visited in the first week alone. X (Twitter), Discord, Reddit—everywhere you look, it’s all about OpenClaw.

In a nutshell, OpenClaw is a personal AI agent platform that runs on your own machine. It started in November 2025 as a weekend project called “ClawdBot”, went through a trademark issue, passed through “Moltbot”, and settled on OpenClaw in January 2026. The meaning behind the name is simple: “Claw” represents the project’s lobster mascot (🦞), and “Open” stands for open source and community-driven development.

In the AI Era, What Should Developers Own?

In the AI Era, What Should Developers Own?#

2026-03-18

A developer shaking hands with AI

As AI has advanced rapidly, my state of mind has also swung quite a bit over the past few years.
Before AI seriously entered the way we work, I was a very confident developer. I liked development itself, and I enjoyed learning new things. I saw myself less as a specialist and more as a generalist and full-stack engineer, and I believed my strengths were in structuring ideas logically and communicating clearly.

Harness Engineering — A Practical Guide to Safe AI Agent Operations

Harness Engineering — A Practical Guide to Safe AI Agent Operations#

2026-04-04

Harness Engineering

Why I Wrote This#

I actively use AI agents (Cursor, Claude Code, etc.) across multiple projects. At first, having an agent write code was impressive enough on its own. But as I integrated them more deeply into real projects, I kept running into recurring problems.

  • Every time I open a new session, the agent forgets the project conventions
  • It repeats the same mistakes today that we already solved yesterday
  • The quality of agent-generated code fluctuates wildly between sessions
  • When managing multiple projects, I have to repeat the same setup for each one

The root cause of these problems wasn’t a lack of agent intelligence — it was that the environment surrounding the agent was not properly set up. As 2026 arrived, this concern spread across the industry and began to be systematized under the name “harness engineering.”

Where Should You Use Codex? A Guide to CLI, App, Cursor, and Claude Code

Where Should You Use Codex? A Guide to CLI, App, Cursor, and Claude Code#

2026-04-12

Codex environment guide cover

These days, a lot of people are saying good things about Codex. But the moment you try to actually use it, things get confusing.

  • Should you use Codex CLI?
  • Is there a separate Codex App?
  • Should you install the Codex extension inside Cursor?
  • Or is it enough to simply choose a Codex model inside Cursor chat?
  • Should you connect it to Claude Code as a plugin?

I had the same questions, so I went through the official documentation and organized what I found. I tried to write this in a way that even beginners, or people who do not usually work with coding tools, can follow comfortably.

In the AI Era, How Will Work Be Divided Again?

In the AI Era, How Will Work Be Divided Again?#

2026-04-12

How organizations change in the AI era

The boundaries between roles inside companies are getting blurry very quickly. In the past, planners planned, designers designed screens, and developers wrote code. The roles were not perfect, but they were relatively clear. Now AI tools and agent-based workflows are making it common for one person to take on work that used to be split across several roles.

Hermes Agent — Is It the Luxury Brand of AI Agents? A First Impression

Hermes Agent — Is It the Luxury Brand of AI Agents? A First Impression#

2026-04-19

Hermes Agent — Is it the luxury brand of AI agents?

Introduction#

Lately I’ve been hearing a lot about Hermes Agent. The most compelling example came directly from a teammate. They told me they had already connected Hermes to our company Slack and built an environment where the team could handle data lookups, task requests, and Q&A with a simple @Hermes message. That was enough to make me want to understand it properly, so I spent a single day doing all three of the following:

© 2026 Ted Kim. All Rights Reserved. | Email Contact