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News
The best coding agent still gets ~6 in 10 changes wrong. That is your review load.
45+ min ago (244+ words) While tech review articles argue about what PR length is safe to let an agent produce, the review problem is set by a simpler number: how often the agent is wrong. Specific Labs' Real-SWE benchmark, published September 2026, runs frontier agents…...
The more aggressive matmul kernel lost to the register budget
35+ min ago (171+ words) The WebGPU matmul sweep started with a naive kernel, then added 16 by 16 workgroup tiling and a 4 by 4 output block per thread. At a 2048 cubed matrix size, the measured time moved from 47.24 ms for the naive kernel to 17.23 ms for tiling…...
Your Own Agent Roadmap — From Safety Net to Autonomous Discovery
45+ min ago (564+ words) The state where memory (Chapter 3), hook gates (Chapter 4), and the auditor (Chapter 6) are in place. The AI hasn't become more capable — what's been built is an environment where it's hard to be wrong. Graduation criteria: the recurrence rate of the…...
AI Is Already Better at Coding Than Most Developers. So Why Would a Company Still Hire You?
40+ min ago (1385+ words) AI can write a React component in seconds. It can create an API, design a database schema, write tests, explain an unfamiliar codebase, debug an error, refactor a function, and generate documentation before you've finished your coffee. And it's getting…...
AI Safety and Alignment: Building Trustworthy Agents That Do Not Fail You
1+ hour, 17+ min ago (19+ words) The... Tagged with ai, safety, alignment, ethics....
Your First AWS Production Architecture: From a Simple Application to a Scalable System
1+ hour, 20+ min ago (1081+ words) Most people learn AWS by studying individual services. RDS is a database. But that's not how AWS is used in the real world. In a real project, these services work together to solve one problem: How do we run an…...
gh api --paginate --slurp --jq 'length' Counts Pages, Not Issues
1+ hour, 18+ min ago (415+ words) gh api --paginate --slurp --jq 'length' is the command everyone reaches for to count issues in a repository. It does not count issues. It counts pages. I found this while writing pagination recipes for a toolkit, and then found the…...
Multi-Modal AI: From Text to Vision and Beyond — The Unified Future
1+ hour, 18+ min ago (18+ words) The... Tagged with ai, multimodal, vision, machinelearning....
DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything
1+ hour, 18+ min ago (16+ words) The... Tagged with ai, deepseek, moe, reasoning....
O que é Cloud Computing? (A visão de um estudante de tecnologia)
2+ hour, 3+ min ago (283+ words) Olá, pessoal! Sou o Davi. Este é o meu primeiro artigo no DEV Community. Sou estudante universitário da área de tecnologia e decidi começar a escrever para fixar o que venho aprendendo nas aulas e nos estudos individuais. Quando comecei…...