#three-stage pipeline
50 related articles
·4 min
Spring AI 1.0 Practical Guide: A Java Developer's Fast Track to Building AI Applications
Spring AI 1.0 is here — Java developers can now build AI apps without switching to Python. This guide covers LLM integration, RAG, intelligent customer service, and Agent patterns for enterprise deployment.
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·3 min
The Complete Beginner's Guide to Vibe Coding: Core Logic and Practical Learning Path
Vibe Coding is the new AI-era programming paradigm. Describe what you want in plain language; let AI generate the code. Learn the 3-stage path: mindset, quality, and real projects.
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·7 min
DeepSeek's Mysteriously Retracted Paper: Breaking AI's Multimodal Reasoning Bottleneck with Visual Primitives
DeepSeek's paper 'Thinking with Visual Primitives' was online for just 4 hours before being pulled. It uses bounding boxes and points as reasoning primitives, letting models 'point at' images to outperform GPT, Gemini, and Claude on maze navigation and counting.
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·3 min
Claude Code + Skill: A Complete Walkthrough of Auto-Generating Functional Test Cases in 10 Minutes
Learn how Claude Code and its Skill mechanism can automatically convert a requirements document into production-ready test cases in under 10 minutes with a 3-stage pipeline.
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·6 min
Tongyi Qianwen Qwen-Image-3.0: The Leap of AI Image Generation from Toy to Productivity Tool
Tongyi Qianwen Qwen-Image-3.0 image generation model gets a comprehensive upgrade: supporting 4,500-token ultra-long instructions, pixel-level detail rendering, 12-language knowledge understanding, and ancient painting restoration. This article analyzes its three core capabilities.
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·4 min
DeepSeek Open-Sources DeepSpec: A Full-Stack Breakdown of Speculative Decoding
DeepSeek open-sources DeepSpec, a full speculative decoding training and evaluation toolkit featuring three draft model algorithms (Ego3, DeepFlash, DeepSpark), 12 checkpoints, MIT license, and 60–85% real-world speedup.
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·2 min
Build From Scratch or Just Use sklearn? A Complete ML Engineer Learning Path Guide
Should you implement ML algorithms from scratch or just use sklearn? This guide breaks down the optimal learning path for ML engineers by career stage and company type.
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·1 min
Claude Code + Skills: Full Walkthrough of Auto-Generating Test Cases in 10 Minutes
With Claude Code and a Skills framework, go from requirements doc to test cases in under 10 minutes. A 3-stage automated pipeline: breakdown, extraction, and generation.
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·2 min
One Vague Prompt, Full Anime Animation: A GPT + Blender + Seedance Workflow Breakdown
One vague prompt triggers GPT to write a storyboard, drive Blender MCP to build a 3D layout, and hand it to Seedance 2.0 for anime stylization. Here's how the pipeline works.
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·3 min
GPT-Live Hands-On: Voice Finally Gets GPT-5.5 — How Good Is the Full-Duplex Experience?
GPT-Live hands-on: Voice chat now powered by GPT-5.5 Thinking, full-duplex architecture, real-time search, visual cards & tool calling. Full review inside.
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·2 min
ChatGPT Voice Powered by GPT Live One: Full-Duplex Voice AI Has Arrived
OpenAI launches ChatGPT Voice powered by GPT Live One, featuring full-duplex real-time conversation, multi-task reasoning, and live translation. A deep dive into its capabilities and what it means for the future of voice AI.
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·3 min
GPT Live Real-World Test: How Full-Duplex Voice Is Reshaping English Learning and Real-Time Translation
GPT Live full-duplex voice mode tested: instant English correction, real-time interpreting, and business rehearsal. Will AI replace simultaneous interpreters?
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·2 min
Testing ChatGPT Voice Mode: The Boundaries and Pitfalls of Human-Like AI Interaction
A viral experiment video "pushing" ChatGPT's Live Voice mode reveals the real capabilities and design boundaries of AI real-time voice interaction — and the risks of emotional AI.
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·2 min
AI Agent Development for Beginners: A Complete Three-Stage Learning Roadmap
A complete AI Agent development learning roadmap covering three stages: Fundamentals (environment setup, tool use, memory), Advanced (multi-agent systems, RAG, ReAct), and Practical Projects (enterprise chatbots, automation tools).
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Paper Reproduction as an Entry Point i…
·4 min
Paper Reproduction as an Entry Point into Scientific Machine Learning: Path Selection and Pitfall Guide
How can applied math students efficiently enter Scientific Machine Learning (SciML)? This guide covers the value and pitfalls of paper reproduction, with a layered path from numerical PDEs to research.
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·2 min
GPT Live Full-Duplex Voice AI: Speak and Listen at Once, Reason and Translate
OpenAI unveils GPT Live One voice model with full-duplex conversation—AI listens and responds while you speak. Real-time reasoning, web search, multitasking, and bidirectional translation redefine voice AI.
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·4 min
AI Weekly Recap: Four Major Vendors Cut Prices Together, Copilot's Paid Conversion Rate Just 4.5%
In one week, OpenAI, xAI, Google, and Microsoft all cut AI prices, driving near-frontier inference costs sharply lower. Meanwhile, Microsoft Copilot's paid conversion across 450M seats is under 4.5%, exposing the monetization challenge of general AI assistants.
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·4 min
The Complete AI Agent Development Learning Path: From Zero to Enterprise-Grade Practice
A systematic AI Agent development learning path covering fundamentals, prompt engineering, tool calling, multi-agent collaboration, and hands-on practice with LangChain, CrewAI, and Dify.
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·4 min
OpenAI GPT-Live Voice Model: How Full-Duplex Interaction Reshapes Human-AI Conversation
OpenAI unveils the GPT-Live voice model family, with full-duplex interaction enabling AI to listen and speak simultaneously and delegate complex reasoning to GPT-5.5. GPQA benchmark jumps from 45% to 80%.
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·4 min
Hands-On Test of GPT Real-Time Voice: A Comprehensive Review of Dialect Recognition, Emotional Expression, and Role-Play
An in-depth hands-on test of GPT's real-time voice feature, covering Cantonese and Sichuanese dialect recognition, emotional tone switching, complex role-play, and cross-voice contextual memory—objectively presenting the true level and remaining gaps of AI voice interaction.
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