#constrained optimization
490 related articles
Tech Frontiers·2 min
Mercury 2: How Diffusion Architecture Achieves 1000 Tokens Per Second Inference Speed
Inception Labs releases Mercury 2, a diffusion-based language model achieving 1000+ tokens/sec with strong reasoning, challenging autoregressive architectures.
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Tech Frontiers·2 min
Sam Altman and Jony Ive Merge IO into OpenAI: A New Era of AI-Native Hardware
OpenAI CEO Sam Altman and former Apple design chief Jony Ive announce IO's merger with OpenAI to build AI-native hardware. Altman calls it "the coolest tech product ever," aiming to democratize AI.
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Industry Insights·2 min
Enterprise LLM Selection Guide: In-Depth Comparison of Llama 3.1, Qwen 2.5, and DeepSeek
How should enterprises choose open-source LLMs? This guide compares Llama 3.1, Qwen 2.5, DeepSeek, and Mistral across model capabilities, hardware requirements, and business scenarios.
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Deep Dives·2 min
How Fast Is 10 Tokens Per Second from an LLM? An Open-Source Tool for Visualizing Token Generation Speed
An open-source tool lets you visualize LLM token generation speeds from 5-800 TPS, helping developers make rational choices about model selection and inference optimization.
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Product Reviews·3 min
Herdr: Multi-Agent Terminal Management Tool for Effortlessly Managing Claude Code/Codex Multitasking
Herdr is a terminal management tool designed for AI Agents, supporting visual tracking and free switching between Claude Code, Codex, Aider and more, with remote management and mobile support.
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Tutorials·3 min
AI Agent Context Management in Practice: A Complete Guide from Death Loops to Intelligent Truncation
Deep dive into AI Agent context management: a three-step strategy from naive truncation to intelligent memory, covering sub-Agent architecture and long session evals to solve LLM context bloat.
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Product Reviews·4 min
Manus Open Access Full Review: 3 Real-World Tasks Reveal the True Level of AI Agents
Hands-on review of Manus after open registration: testing news webpage generation, flight search, and video creation reveals AI Agent limitations in accuracy, efficiency, and cost-effectiveness.
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Tutorials·3 min
Grammar-Constrained Decoding: A Practical Guide to Generating Reliable Bash Code with Small Models
Deep dive into Grammar-Constrained Decoding (GCD) technology: applying Bash syntax constraints during inference to dramatically improve small language models' code generation correctness and executability for AI Agent edge deployment.
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Product Reviews·3 min
GitHub 8K Stars: Deep Dive into the Most Comprehensive LLM Resource Repository
Deep analysis of the GitHub project awesome-LLM-resources covering multimodal generation, AI Agents, MCP protocol, model training/inference, o1 models, and SLMs—a community-verified 8200+ Star LLM learning resource hub.
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Tutorials·2 min
Simon Willison's Full Process of Building an iNaturalist Observation Tool with Phone + Claude Code
Simon Willison built a complete iNaturalist observation aggregation tool using only his phone and Claude Code while camping. A detailed look at the Python CLI, Git Scraping, and static frontend architecture.
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Tech Frontiers·3 min
Claude Platform Officially Launches on AWS: Complete API, IAM Authentication & EDP Credits Explained
Claude Platform is now GA on AWS, offering enterprises the complete Claude API with IAM-native auth, unified billing, and EDP committed spend credits.
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Product Reviews·4 min
HIX AI Full Review: Is the All-in-One AI Presentation, Video & Image Generator Actually Good?
Full hands-on review of HIX AI's all-in-one AI Agent platform covering AI presentations, Seedance 2.0 video generation, 4K image creation, and integration of top models like GPT-5.4 Pro and Sora 2 Pro.
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Tech Frontiers·4 min
Windows 11 Taskbar Can Now Be Freely Moved! Start Menu Size Is Also Adjustable
Microsoft is testing a movable taskbar and resizable Start menu in the Windows 11 Insider Experimental channel. Users can place the taskbar at the top, bottom, or sides and customize Start menu size.
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Tutorials·4 min
Coze Programming Skill Invocation Tutorial: Generate Interactive Learning Webpages in Three Steps
Step-by-step tutorial on using Coze programming platform's skill invocation to auto-generate interactive learning webpages in 3 steps, with Pythagorean theorem and Newton's First Law examples.
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Tutorials·3 min
NVIDIA Free DeepSeek V4 Pro Tutorial: API Key Setup & Programming Tool Integration
Step-by-step guide to accessing DeepSeek V4 Pro and V4 Flash for free via NVIDIA NIM, with API key setup, model comparison, and integration for Cursor, Kline, and other coding tools.
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Product Reviews·3 min
Alibaba Qoder vs Cursor, Trae, Claude Code: In-Depth Review of 4 Major AI Coding Tools in 2025
In-depth comparison of Alibaba Qoder, Cursor, Trae, and Claude Code across architecture, features, and use cases to help developers choose the best AI coding tool.
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Product Reviews·3 min
Cursor Editor In-Depth Review: The AI Coding Tool with 30K+ GitHub Stars
In-depth analysis of Cursor AI code editor's core features, architecture, and real-world experience. Learn how this 30K+ Star GitHub tool boosts coding efficiency 30%-50% through intelligent code generation, full-project context understanding, and multi-model support.
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Tech Frontiers·3 min
OpenAI Codex Hits Mobile: The AI Programming Tool Ecosystem War Goes Full Scale
OpenAI Codex integrates with ChatGPT mobile, Microsoft tightens Claude Code licensing, Tencent open-sources Agent Memory cutting tokens by 61%, NVIDIA launches Rubin platform, RSI valued at $4.6B.
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Product Reviews·3 min
Codex Tutorial: Why Frontend Developers Prefer It Over Claude Code and Cursor
Compare Codex, Claude Code, and Cursor on pricing, stability, and real-world use. Learn why frontend developers prefer Codex and how to choose the right AI coding tool.
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Product Reviews·4 min
Claude Sonnet 4.5 Document Generation in Practice: One Prompt to Create Excel, Word, and PPT
Hands-on test of Claude Sonnet 4.5's code execution and file creation features, showing how one prompt generates Excel, Word, and PPT documents with four optimization strategies and three complete examples.
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