Can Claude Code turn a folder of files into a real report?

If someone asks me how a normal person should understand Claude Code and other coding agents, I would not start with code. I would start with a much simpler picture: put a pile of PDFs, screenshots, spreadsheets, meeting notes, and transcript files into a folder, then ask the agent to read them, write scripts where needed, and produce an HTML report you can actually open and inspect. That does not sound like “programming.” ...

May 28, 2026 · 8 min · cuigh

Claude Code /workflows: the first time multi-agent orchestration feels real

What caught my eye in Claude Code this time was not the fact that it shipped another command. It was that it finally started treating orchestration as something worth caring about. /workflows looks like a feature toggle on the surface, but it feels more like a boundary line. It moves agents from “helpers that answer questions” toward “execution units that run by rule.” The change is quiet. It is not flashy. But I think it matters. ...

May 26, 2026 · 6 min · cuigh

The Best First Use for AI Is Not a Big Problem. It Is a Small Annoyance.

I am increasingly convinced that the best way for most people to start using AI is not to ask it to change their life. Ask it to remove one annoying ten-minute task. That sounds less ambitious, but it is much more useful. A lot of AI products talk about universal assistants, autonomous agents, and fully automated workflows. The ideas are not wrong. But when you bring them back into everyday life, the question becomes much simpler: what exact irritating thing can AI help me avoid today? ...

May 12, 2026 · 7 min · cuigh

When AI Starts Spending Money, What Products Like pay.sh Really Change

Over the last two years, people have gotten used to one basic fact about AI: it talks well. It writes copy, summarizes meetings, fixes code, and tidies up messy material into something presentable. But even when those capabilities are impressive, AI still often behaves like an advisor. It tells you what to do next. You are still the one who clicks the button, enters the card, chooses the service, and takes responsibility for the action. ...

May 7, 2026 · 10 min · cuigh