#high-concurrency LLM serving

59 related articles

Jul 29, 2026·3 min

Is LLM Inference Actually Profitable? Breaking Down the Cost Structure and Business Logic of Large Model Inference

A deep dive into LLM inference cost structure and profitability models—from GPU throughput, MoE architecture, and KV Cache to scale effects—revealing the business logic behind API price wars.

Jul 28, 2026·3 min

Agent Skill Routing: Engineering Trade-offs Between Retrieval and LLM, and the Two-Stage Layered Architecture

Deep dive into Agent skill routing: comparing pure model vs. pure retrieval approaches, with a detailed two-stage layered architecture balancing accuracy, latency, and cost.

Jul 28, 2026·4 min

Spring AI 2.0 in Practice: Building an Enterprise RAG Knowledge Base Q&A System with Cursor

Build an enterprise RAG knowledge base Q&A system using Spring AI 2.0, Cursor AI programming, Ollama local deployment, and Redis vector storage. Runs on just 4GB VRAM.

Jul 27, 2026·3 min

HuggingHack Update: S3 Storage, Dual-Engine Scheduling, and GGUF Inspection Get Major Upgrades

HuggingHack releases major updates with S3/MinIO storage, Ollama + vLLM dual-engine scheduling, GGUF inspection, and local accounts for enterprise-grade local LLM management.

Jul 25, 2026·2 min

Getting Started with Dify: A Complete Guide to the Open-Source Enterprise AI Application Platform

A complete guide to Dify, the open-source AI application platform: its core positioning, key differences from Coze, workflow-building capabilities, and enterprise private deployment advantages.

Jul 25, 2026·3 min

DeepSeek Open-Sources DeepSpec: A Full-Stack Speculative Decoding Library with 60–85% Inference Speedup

DeepSeek open-sources DeepSpec, a full-stack speculative decoding library delivering 60–85% inference speedup and up to 661% throughput gains in production. MIT license, 9 checkpoints, 9 benchmarks.

Jul 25, 2026·2 min

Three Flow Control Nodes in Dify Workflows: Question Classifier, Conditional Branch, and Human-in-the-Loop Explained

An in-depth look at three core flow control nodes in Dify workflows: the Question Classifier for intelligent LLM-based routing, the Conditional Branch for precise if-else logic, and Human-in-the-Loop for high-risk confirmation checkpoints.

Jul 25, 2026·3 min

Multi-Model AI Aggregator Platforms Explained: Access GPT, Claude, Gemini & More from One Chat Interface

AI aggregator platforms promise one interface for GPT, Claude, Gemini, DeepSeek & more. This deep-dive covers core features, real value, data security risks, and safer alternatives.

Intelligent Model Routing: The Core Te…

Jul 24, 2026·3 min

Intelligent Model Routing: The Core Technology and Implementation Guide for AI Cost Reduction and Efficiency

Intelligent Model Routing is becoming key AI infrastructure. This article explores its principles, solution types, technical challenges, and implementation considerations to help developers balance cost, latency, and quality.

Jul 23, 2026·7 min

Context Engineering: A Systematic Approach to Stop AI Agents from 'Talking Nonsense'

Context engineering is the core methodology for building efficient AI Agents, covering query enhancement, RAG retrieval, prompt design, memory management, and tool invocation. Master Write, Select, Compress, and Isolate to solve LLM hallucination at its root.

llmfit: One Command to Check Which Loc…

Jul 22, 2026·2 min

llmfit: One Command to Check Which Local LLMs Your Hardware Can Run

llmfit is an open-source Rust CLI tool that predicts whether your local hardware can run a given LLM — no model download required. Covers hundreds of models and backends like Ollama and llama.cpp.

Jul 21, 2026·2 min

OpenAI Codex Parallel Tasks in Practice: How to Run Multiple AI Coding Tasks Simultaneously

How OpenAI Codex Cloud runs multiple tasks in parallel using isolated containers, async workflows, and PR review. A practical guide to agentic coding efficiency.

TurboVec: A Deep Dive into the Rust-Po…

Jul 18, 2026·3 min

TurboVec: A Deep Dive into the Rust-Powered High-Performance Vector Index Library

TurboVec is a Rust-based vector index library powered by TurboQuant, with Python bindings for RAG, semantic search, and AI applications. A deep-dive into its architecture.

Jul 17, 2026·2 min

vLLM Inference Framework Deep Dive: A Practical Guide to High-Concurrency DeepSeek Deployment

A deep dive into vLLM's five core features — KV cache management, continuous batching, and distributed inference — plus a full setup guide for deploying DeepSeek on a cloud server.

Jul 16, 2026·2 min

Impri: A Structural Human Approval Gateway for AI Agents

A deep dive into Impri — a structural human approval gateway for LangChain/LangGraph agents, exploring why prompt-level constraints fail and how code-layer gates enable reliable human-in-the-loop AI.

Jul 16, 2026·3 min

GPUStack in Action: Complete Guide to Day 0 Deployment of DeepSeek-V4-Flash

Deploy DeepSeek-V4-Flash DSpark on 8× H20-141G using GPUStack's SGLang backend on Day 0. Full walkthrough of Web UI config, parameter tuning, and 200 tokens/sec benchmark results.

Jul 14, 2026·2 min

Production LLM Deployment Guide: Model Selection, GPU Configuration, and Inference Engine Breakdown

A comprehensive decision framework for production LLM deployment: model selection (open-source vs. API), GPU VRAM configuration, and inference engine comparison including vLLM and TensorRT-LLM.

Jul 13, 2026·3 min

Distributed AI Systems in Practice: A Complete Guide to Training, Inference, and Production Deployment

A deep dive into Distributed AI Systems: a new book distilling 10 years of AI engineering experience covering distributed training, inference optimization, and production model serving.

Can Vibe Coding Build a Hit Product? T…

Jul 13, 2026·2 min

Can Vibe Coding Build a Hit Product? The Truth Behind a Messaging App's 350K Monthly Active Users

A carrier pigeon messaging app built with vibe coding hit 350K MAU and high revenue? We break down the case, the real engineering limits of AI coding, and what it means for indie developers.

Jul 13, 2026·4 min

A Deep Dive into Claude Cookbooks: A Guide to the Official 47K-Star Hands-On Code Repository

Anthropic's open-source Claude Cookbooks project offers runnable Jupyter Notebook examples covering RAG, Tool Use, multimodal processing, and more—helping developers master Claude API best practices.