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Developers who misunderstand these terms and assume prompt injection is the same as jailbreaking will frequently ignore this issue as irrelevant to them, because they don’t see it as their problem if an LLM embarrasses its vendor by spitting out a recipe for napalm. The issue really is relevant—both to developers building applications on top of LLMs and to the end users who are taking advantage of these systems by combining tools to match their own needs.

When an agent struggles, so does a human. There is a lot of code and tooling out there which is objectively not good, but because of one reason or another became dominant. If you want to start paying attention to technology choices or you want to start writing your own libraries, now you can use agents to evaluate the developer experience.Because so can your users. I can confidently say it's not just me that does not like Xcode, my agent also expresses frustration — measurably so.

My general workflow involves assigning a job to an agent (which effectively has full permissions) and then waiting for it to complete the task. I rarely interrupt it, unless it's a small task. Consequently, the role of the IDE — and the role of AI in the IDE — is greatly diminished; I mostly use it for final edits. This approach has even revived my usage of Vim, which lacks AI integration.

A goal is a win condition. Constraints are the rules of the game. But not all games are worth playing. And some of the most powerful forms of progress emerge from people who stopped trying to win and started building new game boards entirely.

Setting goals feels like action. It gives you the warm sense of progress without the discomfort of change. You can spend hours calibrating, optimizing, refining your goals. You can build a Notion dashboard. You can make a spreadsheet. You can go on a dopamine-fueled productivity binge and still never do anything meaningful.

smart people often face ambiguous, ill-defined problems. Should I switch careers? Start a company? Move cities? Build a media business? In those spaces, setting a goal is like mapping a jungle with a Sharpie. Constraints are the machete.

Someone can be highly experienced as a software engineer in 2024, but that does not mean they're skilled as a software engineer in 2025, now that AI is here.

We’re in the very early days of AI-native development tools. Claude Code represents a paradigm shift: from tools that help you run commands to tools that understand intent and take action. I’m not just typing commands faster—I’m operating at a fundamentally higher level of abstraction. Instead of thinking “I need to write a bash script to process these files, chmod it, test it, debug it,” I think “organize these files by date and compress anything older than 30 days.”

This isn’t about AI replacing developers—it’s about developers becoming orchestrators of incredibly powerful systems. The skill ceiling rises: syntax fades, system thinking shines.

Very nice, this makes my anthropic subscription so much better.

Pro and Max plan subscribers have access to use Claude Code directly in the terminal.

Some of the smartest people I know share a bone-deep belief that AI is a fad — the next iteration of NFT mania. I’ve been reluctant to push back on them, because, well, they’re smarter than me. But their arguments are unserious, and worth confronting. Extraordinarily talented people are doing work that LLMs already do better, out of spite.

All progress on LLMs could halt today, and LLMs would remain the 2nd most important thing to happen over the course of my career.j

This a good interview about AI, LLM's and how they are currently effecting the world. I normally like to quote different parts of an article that I find interesting. This one is different. Willison has used Claude Opus to create a summary of a video interview and the results are pretty good.

The result could be a great concentration of wealth, and "it could become difficult for a substantial part of the population to really contribute," Amodei told us. "And that's really bad. We don't want that. The balance of power of democracy is premised on the average person having leverage through creating economic value. If that's not present, I think things become kind of scary. Inequality becomes scary. And I'm worried about it."