#CUDA
46 related articles
Tutorials·4 min
Practical Guide to Building a Local AI Knowledge Base with Qwen3.5 + RAGFlow + Ollama
Step-by-step guide to building a local RAG knowledge base using RAGFlow, Ollama, and LM Studio with Docker, covering Embedding model deployment and network troubleshooting for private AI Q&A.
Read more →
Deep Dives·3 min
Why Is Python the Top Choice for AI Development? Three Core Reasons Explained in Depth
In-depth analysis of three core reasons Python dominates AI development: simple syntax for quick onboarding, powerful ecosystem, and industry-wide network effects.
Read more →
Tutorials·3 min
Batch AI Image Generation on Mac: Lessons Learned from Generating 10,000+ Illustrations
Practical guide to batch AI image generation on Mac using Draw Things, covering prompt iteration strategies, negative prompt pitfalls, performance tips, and the decision to switch to Replicate cloud platform.
Read more →
Tutorials·1 min
AI Agent Learning Roadmap: A Complete Guide from LLM Fundamentals to Enterprise-Level Project Implementation
A systematic AI Agent learning roadmap covering Python setup, Prompt Engineering, RAG, LangChain, multi-Agent collaboration, with enterprise medical consultation system case study and phased learning plan.
Read more →
Product Reviews·3 min
Deep Dive into Tencent Marvis: How a System-Level AI Assistant Redefines Human-Computer Interaction
Deep dive into Tencent Marvis system-level AI assistant, analyzing its local knowledge base, semantic search, privacy mode, and how Agents evolve from tools to OS integration.
Read more →
Deep Dives·4 min
Core Principles of the Transformer Architecture: A Deep Dive into Self-Attention Mechanisms and Engineering Optimizations
Deep dive into Transformer architecture covering self-attention QKV mechanics, Encoder-Decoder structure, Flash Attention memory optimization, RoPE positional encoding, and GQA inference acceleration.
Read more →
Tutorials·3 min
Stable Diffusion Local Deployment Guide: Run AI Image Generation Free with 8GB RAM
Complete guide to deploying Stable Diffusion locally. Covers hardware requirements, one-click installation, and model setup. Run AI image generation free with 8GB RAM.
Read more →
Tutorials·3 min
Stable Diffusion Local Deployment Guide: Free and Unlimited AI Image Generation
Complete guide to deploying Stable Diffusion locally, covering hardware requirements, one-click installation, and model management. Free, unlimited, fully offline AI image generation for creators and privacy-conscious users.
Read more →
Tutorials·2 min
Complete Guide to Configuring Local DeepSeek Model in PyCharm for AI-Assisted Programming
Learn how to configure a local DeepSeek model in PyCharm via Ollama for free, privacy-safe AI-assisted programming. Includes installation steps, plugin setup, usage tips, and hardware recommendations.
Read more →
Research·2 min
Agent Loops in Practice: Transforming Token Output into Productivity from CUDA Kernels to Automated Research
Deep dive into how the Humanize framework transforms LLM tokens into engineering productivity via Agent Loops. Covers KDA winning CUDA kernel contests, virtual hardware optimization, and 50% research cost reduction.
Read more →
Tutorials·2 min
Tutorial: Deploying a PD-Disaggregated SGLang Multi-Node Inference Cluster on AMD GPUs
Learn how to deploy a PD-disaggregated SGLang inference cluster on AMD GPUs using a single config file, boosting LLM throughput and latency performance.
Read more →
Tech Frontiers·2 min
SGLang v0.5.12.post1 Released: DeepSeek V4 Stability Fixes and Blackwell Adaptation
SGLang 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.
Read more →
Industry Insights·2 min
AMD MI355X Beats B200: Full-Stack Optimization Breakdown for 5% Lower TCO on DeepSeek-R1 Inference
AMD 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.
Read more →
Industry Insights
Deep Dive into Three Major LLM Career …
·3 min
Deep Dive into Three Major LLM Career Paths: Requirements, Tech Stacks, and Career Prospects
Deep analysis of three core LLM roles—Application Engineer, Development Engineer, and Algorithm Engineer—covering technical requirements, salary thresholds, and career prospects including RAG, fine-tuning, and inference deployment.
Read more →
Research
Optimize Anything: One API to Unify Op…
·2 min
Optimize Anything: One API to Unify Optimization of Code, Prompts, and Agent Architectures
UC Berkeley and Stanford propose Optimize Anything, a universal text optimization framework that unifies optimization of CUDA kernels, agent architectures, and prompts through one declarative API.
Read more →
Tutorials
Claude Code Installation & Agent Hands…
·3 min
Claude Code Installation & Agent Hands-On Tutorial: Easy Enough for Non-Developers
Step-by-step Claude Code installation guide with Volcengine GLM5.1 Chinese LLM. Hands-on Agent demos for Bilibili data scraping and ComfyUI setup. No coding required.
Read more →
Product Reviews·3 min
AIStarter and PanelAI Architecture Upgrade Explained: The Evolution of an All-in-One AI Toolbox
Deep dive into AIStarter and PanelAI architecture upgrades covering project market, model management, AI assistant features, and pricing strategy for this all-in-one AI toolbox.
Read more →
Product Reviews·3 min
WaLiCode v0.2.0: Indie AI IDE Adds Multi-Project Chat and Task Decomposition
Indie developer releases AI IDE WaLiCode v0.2.0 with multi-project chat, task decomposition mode, and Ollama local model support, addressing pain points in mainstream AI IDEs.
Read more →
Industry Insights·2 min
NVIDIA Dynamo Snapshot: A Snapshot Recovery Solution for GPU Inference Cold Start Problems
Deep dive into how NVIDIA Dynamo Snapshot reduces LLM inference cold start time from minutes to seconds via GPU state snapshot and recovery, covering Kubernetes integration and elastic inference.
Read more →
Tutorials
Running AI Models on a P106 Mining GPU…
·3 min
Running AI Models on a P106 Mining GPU: Build a Local AI Workstation for Under $10
Build a local AI workstation with a P106 mining GPU for under $10. Run Live Portrait and other AI models locally with full privacy, zero marginal cost, and incredible value.
Read more →