Plain text is still one of the best technologies we have
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Read articleWhen an autonomous agent struggles on long terminal tasks, the standard engineering response is to add scaffolding. You wrap the model in state machines, inject environment probes, add reflection loops, and supply intermediate test harnesses until it stumbles across a solution. That scaffolding wor...
Read article--- title: "I forked a live AI agent three ways, and every copy came up with its web server already running" published: true published_at: 2026-10-05 14:46 +0300 description: "An agent built an app inside a DigitalOcean Managed Agents microVM. I checkpointed it, forked it three ways, screenshotted e...
Read article## This is NOT a Challenge Submission Post 🥰 I was checking out [Hacktoberfest Weekend Challenge Submissions](https://dev.to/t/hf26challenge/latest). I do this from time to time on DEV Challenges, even when I myself don't have time to submit my own projects. This time was no different. I didn't h...
Read articleAn AI agent does something it shouldn't. It leaks data, or wipes the wrong database, or makes a call nobody sanctioned. So you do the obvious thing: you go to the logs to find out what happened. The logs are clean. Of course they are. They were written by the same process that did the thing. The a...
Read article# I Built a Multi-Agent AI Team to Run My Father's Business — Here's the Architecture *This is a submission for the [Hacktoberfest Weekend Challenge: Build for a Friend](https://dev.to/challenges/hacktoberfest-weekend-2026-10-01)* ## What I built I built an AI team that runs my father's business....
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