#### Updated 3D Environment for Library  #### Reading DEV Articles  A lot ...
Read article## AI Agents Don't Need a Genius for Every Decision AI agents burn a shocking amount of intelligence on tiny decisions. Should I retry? Which tool fits here? Did this task actually finish? Is this action risky? Which five of these hundred documents actually matter? Right now, most teams call the ...
Read article  DEV Library is my idea of first-person 3D reimagining of DEV.to. Not a themed scene wit...
Read article# My Scheduled Agent Ran 40 Times and Did Nothing — Here's the Assertion That Fixed It I found this one by accident, which is the only way you find it. Every night at 02:30, a job pulls new filings from an API, normalizes them, and drops them in a queue that feeds my morning briefing. It had been...
Read articleLet me tell you about a project that wasn't impressive. Back in university, I built a small .NET application. I don't even remember all of what it did — some forms, some logic, a database behind it, nothing you'd put in a portfolio. By any technical measure it was tiny. A beginner's project. But I...
Read articleOpen your GitHub. Go on. Count the repositories that have a README, a clean commit that says `initial commit`, maybe a second one that says `wip`, and then… nothing. No third commit. No user who isn't you. No issue filed by a human you've never met. I'll wait. I count nine on mine. Nine little tom...
Read articleAnthropic published a post about their CI infrastructure that I keep coming back to. The headline number is that Claude writes 80% of their code. That's the part everyone quoted. The part that stuck with me was further down: their test suite grew 10x, and CI jobs went up 25x over six months. Read ...
Read articleIt took my AI months to learn how I think, code, and ship. When a teammate joined the project, their AI started from zero — same codebase, same conventions, none of the context. So I built [memshare](https://github.com/kampana/memshare): peer-to-peer AI memory sharing, with consent on both sides. ...
Read articleHi Guys!!! As you know I wasn't good for well, a week and Now.....  Let's Dive In!!! I never consciously decided which AI gets which job. Somehow, I just...
Read article--- title: Four things that cost us money while automating job applications published: true description: Scoring on your own input, believing an unarmed instrument, trusting HTTP 200, and waiting on a list that was still rendering. tags: ai, automation, webdev, testing --- Filling a job application...
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