A lot of AI products look clever but still feel one step away from real work. They can write an email, summarize a meeting, generate a sales script, and produce a polished support reply. But then what? Who actually makes the call? Who follows up with the customer? Who checks whether the email landed in the inbox? Who qualifies the lead? In many workflows, the human still takes over at the important moment. The AI sits beside the work and suggests things. It talks a lot. It does not always touch the business itself. ...
De-slopping AI writing is becoming an engineering problem
The awkward thing about AI writing is not that it is always bad. Often it is too good at looking like an article. Clean structure. Positive tone. Smooth transitions. A tidy conclusion. The problem is that after three seconds you can smell it. You know the rhythm. Start with a broad statement about a changing world. Add a few balanced sections. End with some version of “the future is full of possibilities.” Every claim is safe. Every sentence is polished. Every paragraph seems desperate to prove that it has a structure. ...
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.” ...
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. ...
Keep Your Mac Awake While Long Tasks Run: A Tiny Utility That Matters More Than It Looks
Some tools are not exciting. They are just useful in a way that quietly becomes hard to live without. Zara Zhang recently recommended a Mac utility called Amphetamine. Its job is simple: keep your Mac awake when the lid is closed, while a file is downloading, while an app is running, or during a long task. That sounds almost too small to write about. But I think it points to a very real shift in personal workflows: our laptops are starting to behave less like devices we actively sit in front of, and more like small personal servers. ...
Why LLM Agents Fail at Backend Code: They Do Not Just Write Code, They Forget Constraints
It is tempting to look at today’s coding agents and believe that backend development is about to become a one-shot prompt. I do not buy it. Not because LLM agents cannot write code. They clearly can. They can add endpoints, patch CRUD flows, generate migrations, update tests, and edit multiple files with impressive speed. The real problem is more annoying: the most important parts of a backend system are often not written in the first line of the ticket. ...
Is the One-Person Company Here? AI Agents Are Turning Founders into Dispatchers
I am increasingly convinced that the real significance of AI agents is not that they are “yet another tool that can chat.” It is that they are quietly changing the smallest unit of work. In the old model, if you wanted to scale what one person could do, the first move was usually to hire someone. Now the first move is often different: break the workflow apart, delegate the automatable pieces to agents, then keep yourself in charge of judgment, coordination, and final review. ...
Why AI Video Is Heating Up Again: Inputs Are Replacing Prompts
I’m more and more convinced of one thing: AI video is heating up again not because models suddenly learned how to make films, but because the input layer changed. For a while, everyone treated prompt writing like a contest. You had to know shot language, pacing, style cues, and how to avoid broken hands, broken faces, and broken subtitles. That works for power users. For everyone else, it gets old fast. People are not here to take a prompt exam. They are here to ship content. ...
Google Changed a Search Box. The Real Fight Is Over the Default Internet Entry Point
Google changed its search box. That sounds like a tiny product update. The search box is one of the oldest and most ordinary interfaces on the internet. You type a few words, get a page of links, scan some blue titles, dodge some ads, and click whatever looks useful. We have used that pattern for so long that it almost no longer feels like an interface. But I do not think this is just a small UI change. ...
Someone Connected Claude Code to Obsidian. The AI Second Brain Is Finally Starting to Feel Real
The phrase “second brain” has been stretched almost to the point of meaninglessness. For years, plenty of products have claimed to be your second brain. Most of them ended up being nicer notebooks. You save articles, clip pages, write thoughts, tag ideas, connect notes, and then most of that material sits quietly in a folder. Sometimes you search it. Sometimes you rediscover something useful. Sometimes you just feel mildly guilty about how much you have collected and how little you have reused. ...