English
Russian
French
Spanish
German
Japanese
korean
PortugueseNews
Doctrine DQL vs Native SQL in Symfony: Which Is Faster?
Should you use Doctrine DQL or Native SQL in Symfony? Learn when each wins with benchmark results, DTO patterns, and real producti...
CPython Lists, Explained Like You’re the Interpreter
CPython lists are actually static arrays. Understanding their contiguous memory layout explains why append() is cheap but insert()...
The Compact Image Editor That Still Understands Your Intent: VIBE-Image-Edit
Learn VIBE-Image-Edit, a fast text-guided image editing framework using Sana1.5 diffusion and Qwen3-VL. Edit up to 2048px with gui...
The 8GB VRAM Image Model That Feels Instant: Meet FLUX.2 Klein 4B
Meet FLUX.2 Klein 4B: a sub-second image generator and editor that runs on consumer GPUs.
A No-Drama Guide to Deploying Qwen Image Editing on Standard GPUs
Learn how Nunchaku’s quantized Qwen Image-Edit-2509 delivers rapid image edits—plus how to choose INT4 vs NVFP4, lightning steps,...
The Map-Augmented Agent That Finally Makes AI Good at Finding Places
A new map-augmented AI agent triples geolocation accuracy by iteratively verifying predictions against real map data instead of gu...
No More Slow Search: LaraPlugins Just Went Sub-Second
I spent my weekend deep in the LaraPlugins.io code base, tackling performance bottlenecks and laying the groundwork for the next p...
The Hidden Reason Smart Homes Keep Making Dumb Energy Decisions
Smart thermostats and solar systems fail because they optimize rigid goals. EcoNet shows how belief-based AI helps homes reason un...
Alibaba’s ControlNet Upgrade: Z-Image-Turbo 2.0 Explained
Want diffusion that follows your layout? Learn Z-Image-Turbo-Fun ControlNet Union 2.0—multi-control inputs, faster inference, bett...
Teaching AI to Debug Might Beat Teaching It to Remember
A new AI framework shows why treating skills as debuggable programs—not neural parameters—lets agents learn continuously without f...
Rewarding the Rare: How Uniqueness-Aware RL Fixes Exploration Collapse
LLMs aren’t bad at reasoning—they’re bad at exploring. Here’s how uniqueness-aware RL fixes exploration collapse by rewarding rare...
AI Finally Learned That Movies Need Audio Too
AI video generation has solved visuals—but sound has lagged behind.
