#instance segmentation
36 related articles
·6 min
LangChain + MCP in Practice: A Pitfall-Avoidance Guide to LLM Selection and Local Deployment
DeepSeek R1 lacks Function Calling and JSON Output by default. Qwen3's programmable thinking modes make it the top open-source agent choice. Key LLM selection pitfalls and MCP protocol updates.
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·7 min
Cost Optimization for AI Agent Fleets: Why an Expensive Commander + Cheap Workers Is More Cost-Effective
Deep analysis of multi-agent system cost optimization: why the 'expensive commander + cheap workers' combination outperforms all-frontier fleets, covering decision-intent cost logic and Sonnet 5 tokenizer traps.
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·3 min
Industrial Defect Detection: OpenCV vs. YOLO — A Complete Guide to Scenario-Based Decision Making
Compare OpenCV vs. YOLO for industrial defect detection. Analyze selection criteria across data needs, accuracy, deployment, and get learning roadmap advice.
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·4 min
Deep Learning Lane Detection: From Segmentation to Classification for 300+ FPS Real-Time Inference
Deep learning lane detection algorithm that simplifies dense segmentation into efficient grid classification, achieving 300+ FPS real-time inference with row selection, Focal Loss, and expectation-based localization.
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·3 min
PyTorch Image Classification in Practice: Complete Pipeline from Data Preprocessing to Model Training
A PyTorch flower classification project covering the full image classification pipeline: data preprocessing, transforms augmentation, ResNet pretrained models, and Resize strategies with reusable template code.
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·3 min
Career Transition Guide for AI Product Managers: Pick the Right Track Across Three Industry Layers
A deep dive into the AI product manager industry's three-layer pyramid — from infrastructure to models to applications — helping traditional PMs find the best career transition track.
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Tutorials·3 min
Building a Home Appliance Repair Platform on WeChat Mini Program: A Full-Stack Solution with Spring Boot + uni-app
A detailed guide to building a home appliance repair O2O platform on WeChat Mini Program using Spring Boot backend, uni-app frontend, and Vue admin panel with booking, order management, and smart customer service.
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Tutorials·2 min
Automating Video Editing with Claude Code: 3 Skills to Build a Complete Recording-to-Publishing Pipeline
Learn how to build a video production automation pipeline with Claude Code using 3 Skills for script generation, smart editing, subtitles, and thumbnails — cutting recording-to-publishing time to 30 minutes.
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Tutorials·3 min
Build a Free Audio-to-Subtitle Tool in 5 Minutes with Codex: A Practical Alternative to JianYing SVIP
JianYing subtitle recognition now SVIP-only? Use OpenAI Codex with Whisper to build a free audio-to-subtitle tool in 5 minutes. Full walkthrough from planning to Web UI included.
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Tutorials·3 min
Xingliu Agent Tutorial: Precision Editing, Smart Layer Splitting, and Batch Image Generation — A Complete Hands-On Guide
A complete Xingliu Agent tutorial covering click-to-edit precision, one-click layer splitting, smart Mockup fitting, and batch style generation — boost your design output 10x.
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Tech Frontiers·3 min
The Sony AI Camera Assistant Controversy Explained: Suggestions Only, No Photo Manipulation — Xperia's Imaging Philosophy Stays the Course
Sony responds to the Xperia 1 XIII AI Camera Assistant controversy, clarifying the AI only offers shooting suggestions — not photo edits. Full breakdown of how it works and industry implications.
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Deep Dives·5 min
Hugging Face Transformers: A Comprehensive Guide to the 160K-Star Open-Source AI Framework
Comprehensive guide to Hugging Face Transformers, the 160K-star GitHub framework—covering architecture, multimodal support, quantization, and inference optimization for loading, fine-tuning, and deploying pre-trained models.
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Tech Frontiers·3 min
Hugging Face Open-Source Agent Ecosystem Explained: From Local Deployment to AI-Automated Training
Deep dive into Hugging Face's open-source Agent ecosystem: open models matching closed-source performance, local deployment options, Skills for conversational model training, and MCP integration.
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Tutorials·2 min
Dify Java Client: Best Practices for Integrating AI into Java Projects
dify-java-client is an open-source Java client library for integrating Dify's generative AI capabilities. It supports chat, text generation, workflows, and knowledge base APIs with streaming responses and type-safe wrappers for enterprise scenarios.
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Tech Frontiers·2 min
Datasette 1.0a29 Released: Fixing a Gnarly Segfault Race Condition with GPT-5.5
Datasette 1.0a29 preview released, fixing a segfault race condition introduced by test optimization. Developer Simon Willison used GPT-5.5 xhigh to help reproduce the issue, showcasing AI debugging in practice.
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Product Reviews·3 min
MaxKB Open-Source Agent Platform: A Deep Dive into the 20K-Star Enterprise Knowledge Base RAG Solution
Deep dive into MaxKB, an open-source enterprise agent platform with 20K+ GitHub Stars. Explore its RAG capabilities, multi-model integration, visual orchestration, and comparison with Dify and FastGPT.
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