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TutorialsGuide to enabling MTP multi-Token prediction acceleration in llama.cpp, covering CUDA setup, desktop configuration, model selection, and benchmarks showing ~60 Token/s with Qwen3 27B.
Tech FrontiersAnthropic has confidentially filed an S-1 with the SEC, officially launching its IPO process. Analysis of the filing's implications, its $60B valuation, and the impact on the AI industry.
Product ReviewsDeep dive into GPT-5.1's 10 core feature upgrades including dual-mode switching, project agents, coding assistance, tool orchestration, and 24-hour prompt caching to boost your productivity.
TutorialsExplore the semi-AI approach to API automation testing: why pure AI fails, framework design principles, technology choices, and clear human-AI division of labor for practical implementation.
TutorialsComplete guide to deploying Stable Diffusion locally. Covers hardware requirements, one-click installation, and model setup. Run AI image generation free with 8GB RAM.
Product ReviewsDeep dive into OpenHuman open-source AI Agent: context-first architecture, Rust+React hybrid, Memory Tree system, Token Juice compression, and multi-model routing.
TutorialsUsing oMLX with MTP and Qwen3.6 35B on Apple Silicon Mac to achieve 86.7 tokens/s local coding speed, building a full-stack app in under 5 minutes.
Deep DivesCan non-technical people use AI Agents to build virtual dev teams? From CEO Agent to Developer Agent, we analyze the theory vs. reality and offer a practical implementation guide.
TutorialsDeep dive into six common pitfalls of AI-generated API automation scripts and a three-layer solution covering diagnosis and optimization for real-world implementation.
TutorialsBuild a website with zero coding! Learn how to use Gemini 3 for frontend code generation and Qoder for debugging and deployment to launch a personal site in two hours.
TutorialsVibe Coding isn't just chatting with AI. Learn the Iterative Build Loop: Discuss, Document, Develop, Learn — with VS Code and Claude Code to build products from scratch.
Product ReviewsAnthropic cuts Claude Opus 4.8 Fast mode pricing. Learn how the dual-mode workflow—Fast for interactive coding, Normal for async tasks—reshapes AI programming.
Tech FrontiersOpenAI CEO Sam Altman announces a general-purpose AI model has solved a major open math problem. We analyze this milestone, the leap from specialized to general AI, and its implications for science.
Tech FrontiersWindsurf integrates Claude Opus 4.7 fast mode with 2.5x speed boost while retaining full intelligence. Analysis of its impact on developer productivity and AI coding tool competition.
Tech FrontiersSGLang v0.5.12.post1 stability patch details: 12 critical fixes covering DeepSeek V4 garbled text and crashes, NIXL PD disaggregated inference logic, Blackwell B300 adaptation, and cold start optimization.
Industry InsightsAMD Instinct MI355X achieves 5% lower TCO than NVIDIA B200 on DeepSeek-R1 disaggregated inference via SGLang+MoRI full-stack optimization with 1.25x per-GPU throughput.
TutorialsA detailed breakdown of automating emotional short video production with Coze workflows — from script generation and TTS to CapCut draft packaging, all zero-code.
TutorialsLearn how to build AI agents with zero coding on ByteDance's Coze platform. Covers 10 hands-on projects including DeepSeek-WeChat integration, auto-emails, and poster/PPT creation.
TutorialsReal-world testing of DeepSeek V4 Flash with MTP speculative decoding: ~20% speedup for code generation, minimal gains for text. Covers memory overhead, accuracy differences, Q4 vs Q3 quantization, and full deployment tutorial.