News

DEV Community
dev.to > akartit > i-tested-every-gemma-4-model-locally-on-my-macbook-what-actually-works-3g2o

I Tested Every Gemma 4 Model Locally on My MacBook - What Actually Works

21+ min ago  (369+ words) Audio ASR in 3 languages, image understanding, full-stack app generation, coding, and agentic behavior -- all running on a MacBook M4 Pro with 24GB RAM. Google just released Gemma 4 -- their new family of open-source multimodal models. Four sizes, Apache-2.0 licensed, supports text + image + audio....

DEV Community
dev.to > kimlimjustin > i-put-vs-code-claude-and-a-terminal-inside-a-file-manager-i-built-using-react-and-rust-heres-k1n

I Put VS Code, Claude, and a Terminal Inside a File Manager I built using React and Rust — Here's What Happened

9+ min ago  (531+ words) I got tired of switching between Finder, VS Code, Terminal, and ChatGPT every 30 seconds. So I built a file manager that has all of them built in. It's called Xplorer, it's free, and I just shipped the first alpha. I…...

DEV Community
dev.to > qalogy > 10-years-in-qa-the-journey-i-never-expected-to-have-53gn

10 Years in QA: The Journey I Never Expected to Have

47+ min ago  (206+ words) This year I am celebrating 10 years since I started working as a QA. Ten years" It sounds like a lot when I say it out loud. But in my head, I can still clearly remember my first days on the…...

DEV Community
dev.to > ken_deng_ai > from-spray-and-pray-to-precision-ai-for-hyper-personalized-pr-pitches-38be

From Spray-and-Pray to Precision: AI for Hyper-Personalized PR Pitches

46+ min ago  (256+ words) You've spent hours building a media list and crafting a pitch, only for it to vanish into the void. The "spray-and-pray" model is dead. Today, boutique agency success hinges on hyper-personalization at scale. AI is the force multiplier that makes…...

DEV Community
dev.to > igorgridel > i-automated-my-content-pipeline-with-claude-code-heres-everything-1a58

I Automated My Content Pipeline with Claude Code. Here's Everything.

57+ min ago  (704+ words) Claude keeps getting confused by Post For Me. Every time I ask it to schedule something, it forgets the flow. Mixes up steps. Makes the same mistakes on repeat. The API itself is good, the docs are clear, but Claude…...

DEV Community
dev.to > rahulxsingh > best-python-code-quality-tools-compared-5dfi

Best Python Code Quality Tools Compared

27+ min ago  (1707+ words) The practical question for Python teams in 2026 is not "which tool should I use" but rather "which combination of tools gives me the best coverage for my team's size, budget, and workflow." This guide breaks down the six most important…...

DEV Community
dev.to > bhavana_koritala_ > nexora-os-3inj

Nexora Os

41+ min ago  (360+ words) # Nexora OS: An AI-Powered Income Stability System for Gig Workers Gig economy workers rely heavily on daily earnings, making them highly vulnerable to disruptions such as extreme weather conditions, poor air quality, and regional shutdowns. Traditional insurance systems are often…...

DEV Community
dev.to > needtoknow694 > jade-new-on-jade-how-to-get-jade-up-and-running-on-your-machine-part-1-48n6

JADE: NEW ON JADE ? How to get JADE up and running on your machine PART 1.

2+ hour, 24+ min ago  (574+ words) level : Noob/New Version : Windows 10/11 language : java 17.0.10 (jade Framework 4.6.0) GET TO THE POINT NOW ! Now that you're here, we're going to take it step-by-step. I'll show you how to download and install the JADE framework so you can start building…...

DEV Community
dev.to > moazzam_qureshi_39d94fd06 > building-vs-buying-ai-agents-a-developers-honest-take-511g

Building vs Buying AI Agents: A Developer's Honest Take

2+ hour, 14+ min ago  (1282+ words) I have spent the better part of two years building AI agents. Custom ones, from scratch, with hand-tuned prompts and bespoke tool integrations. I have also deployed marketplace agents that someone else built. This is my honest take on when…...

DEV Community
dev.to > plasmon_imp > 8-bit-quantization-destroyed-92-of-code-generation-the-culprit-wasnt-bit-count-f4b

8-Bit Quantization Destroyed 92% of Code Generation — The Culprit Wasn't Bit Count

2+ hour, 28+ min ago  (503+ words) If you run local LLMs, you probably assume "Q4 loses quality" and "Q8 is safe." More bits = better quality. Obvious. A 2025 ArXiv paper (Dong et al., arXiv:2508.16712) destroyed this assumption with measured data. 8-bit quantization killed 92% of HumanEval pass rate on a…...