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  • AI Agents for Automated Test Generation and Execution

    Spending cycles manually writing tests, or constantly updating brittle automation, can feel like a Sisyphean task. We know comprehensive testing is crucial for stable applications, but the sheer volume and diversity of cases often mean we cut corners or fall behind.

    Dev.to AI4 min read
  • Six Controls from Nine AI Agent Incidents

    An AI agent runs with your credentials and acts before you can stop it. GitGuardian analyzed nine public incidents between May 2025 and July 2026 to reverse-engineer what breaks in production.

    Dev.to AI12 min read
  • Git Out: A Local Voice Companion That Helps Developers Touch Grass

    This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built Git Out is a local-first voice companion for developers who want to think through technical problems without staying glued to a screen.

    Dev.to AI6 min read
  • 오픈 퀀텀 챌린지(OQC): 재현 가능한 하드웨어 프리 양자 벤치마크

    내 GPU로 참여한다. 양자 하드웨어는 필요 없다. 오픈 퀀텀 챌린지는 벤더 중립, 완전 재현 가능한 양자 컴퓨팅 벤치마크다. 동결된 문제를 받아 자신의 GPU에서 어떤 방법으로든 풀고 예측 파일을 제출한다. 비공개 정답으로 모든 제출을 동일하게 채점하므로 순위는 재현 가능하고 하드웨어에 무관하다. 2개 시즌, 각 상금 $1,000 시즌 1은 양자 시뮬레이션이다. 페르미 허버드 계(체인, 사다리, 플라켓)의 바닥상태 에너지를 보고한다. 엄밀 대각화 대비 평균절대오차로 채점한다. 마감 2027년 2월 28일.

    Dev.to AI2 min read
  • Your AGENTS.md Should Survive a Tool Switch

    The friction isn't the editor I switched between Cursor, Cline, and Claude Code in the same week recently. The learning curve on each tool was fine. What actually ate my time was re-explaining the project to each one. Same repo layout. Same test command.

    Dev.to AI5 min read
  • How to Build an Airdrop Monitor with AI — 2026-10-10 #7

    Building a robust airdrop monitor is no longer just about scraping Twitter or Discord; it requires semantic understanding to filter out noise from genuine, high-value opportunities. Traditional keyword-based bots often trigger on false positives, such as "airdrop" used in a meme context.

    Dev.to AI2 min read
  • Your AI Bill Is an Architecture Problem

    Why token prices are only a small part of the cost of running AI in production When an AI feature becomes expensive, the model is an obvious place to look. But as software engineers, we should ask a more uncomfortable question first: how much of the work are we asking the model to do unnecessarily?

    Dev.to AI11 min read
  • Why the LLM in my automation agent never clicks anything

    I'm a computer engineering student in Manaus, Brazil, and for my research project I've been building ANCHOR, a web automation agent: you describe a task in plain language ("Register Maria Silva, IT department, contractor, accept the terms and save"), and it runs the task in the browser.

    Dev.to AI5 min read
  • Are We Building AI Agents We Can No Longer Control?

    AI agents are moving beyond generating code. They can now execute commands, modify files, browse the web, and coordinate with other agents. But here's the question: How much autonomy should we give an AI agent before the security risks outweigh the productivity gains?

    Dev.to AI1 min read

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