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RF-DETR is the first real-time detector to surpass 60 mAP on COCO. This guide covers full local deployment: Conda setup, pip install, and image/video inference.

The same LLM API performs drastically differently under different Agent frameworks. Through a real database crash case, this article analyzes why choosing the right Agent matters more than switching models.

A systematic guide to must-know AI application engineer interview topics: PTQ/QAT quantization, operator fusion, inference pipelines, latency/throughput analysis, and edge deployment of detection/segmentation/BEV models.

A systematic review of must-know topics for AI Application Engineer interviews: PTQ/QAT quantization, operator fusion, inference pipelines, latency/throughput analysis, and edge deployment of detection/segmentation/BEV models.

How can OSINT practitioners with a CS background automate intelligence with AI? This guide covers computer vision, VLMs, and Agent frameworks including YOLO, SAM, and Grounding DINO.

Ideogram 4 open-source image model tested: runs locally on 8GB VRAM + 32GB RAM, Midjourney-level aesthetics, stable text rendering. Learn the 3-part prompt structure and automated ComfyUI workflow with Qwen3 VL.

In-depth guide to Kimi Code's advanced features: video understanding, Swarm parallel mode, ACP protocol IDE integration, Goal multi-round iteration, and Skills configuration with Claude Opus comparison data.

Hands-on review of Codewell (formerly DeepSeek2E), the open-source terminal AI coding assistant with nearly 40K GitHub stars. Supports 25 LLM providers, local models at zero cost, and MIT license.
Product ReviewsDeep dive into Google Stitch 2.0: Gemini 3.0 Pro reasoning engine, variant generation, predictive heatmaps, AI Studio and Jules export for a complete design-to-deployable-code workflow—completely free.