#Dify SDK

203 related articles

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 15, 2026·4 min

Six Layers of Defense: Engineering Reliable Structured Output from LLMs

LLM JSON output unstable in your Agent? This guide covers 6 engineering layers: constrained decoding, validation retry, fake tool calls, Logit Masking, Schema contracts, and anti-pattern locking.

Jul 12, 2026·3 min

The Complete Guide to Terraform: The Core Tool and Practices of Infrastructure as Code

An in-depth look at Terraform's core principles and workflow, covering declarative configuration, the multi-cloud Provider ecosystem, IaC best practices, and license changes. Helps DevOps engineers master the industry-standard tool for infrastructure automation.

Jul 12, 2026·3 min

Building a Local AI Environment on Ubuntu with Hyper-V: The Complete 1Panel + OpenCode + Hermes Workflow

Create an Ubuntu 22.04 VM on a Windows host with Hyper-V, then deploy the 1Panel dashboard, OpenCode gateway, and Hermes agent to build a complete local AI Agent runtime. Includes port config and troubleshooting.

Jul 12, 2026·6 min

Alibaba Bans Claude Code: The Battle Over AI Coding Tool Security and Data Sovereignty

Alibaba bans Claude Code over security risks, sparking tech community debate. An in-depth analysis of data leakage risks with cloud AI coding tools and the rise of local AI deployment.

Jul 12, 2026·5 min

Getting Started with LangChain: LLM Invocation, Agent Practice, and Environment Setup Guide

Starting from the three limitations of LLMs, this guide systematically explains LangChain's core positioning, environment setup, API key prep, model init, and the message system. Learn init_chat_model and AIMessage/HumanMessage/SystemMessage.

Jul 11, 2026·7 min

Complete Guide to Installing and Deploying Claude Code: Configure Your AI Coding Tool from Scratch

A detailed walkthrough of the full Claude Code installation process: environment setup, npm installation, proxy configuration for networks in China, API integration, and CC Switch provider management—helping beginners quickly get started with this AI coding tool.

Jul 11, 2026·4 min

Complete Guide: Connecting Claude Code to DeepSeek — Local Setup + VS Code Integration

A step-by-step guide to installing Claude Code locally on Windows and swapping its underlying model for the DeepSeek API—enabling low-cost AI coding with no VPN required. Covers Node.js setup, Claude Code config, and getting a DeepSeek API Key.

Jul 11, 2026·5 min

Practical Guide to Deploying Invoice Analysis AI: Model Selection and Architecture Pitfalls

How can enterprises process 50+ invoice formats with AI? This article analyzes visual document understanding approaches—multimodal LLMs, OCR+LLM, and hybrid architecture—with key decision advice for non-technical AI leads.

Jul 10, 2026·4 min

How Can a Solo Developer Build the Best Train Simulator? Deep Insights into Indie Game Development

How did a solo developer create what players call the best train simulator ever? An in-depth look at how indie developers outshine big studios in niche genres.

Jul 10, 2026·4 min

8-Step AI Agent Development Guide: From Zero to Production

Demo works but production fails? This guide covers the full AI Agent development path: when to use Agents, hand-writing ReAct loops, tool schemas, RAG, eval sets, and production fallback strategies.

Jul 10, 2026·6 min

Vibe Coding in Practice at Big Tech: How Frontend Engineers Can Avoid Being Replaced in the AI Era

A big-tech interviewer reveals: junior/mid frontend dev is being replaced by AI. This article breaks down 3 core Vibe Coding interview questions to help you master key skills for the AI-assisted coding era.

Jul 10, 2026·7 min

ManagedAgents.sh: A Deep Dive into the Model-Agnostic Open-Source Managed Agent Platform

ManagedAgents.sh is a model-agnostic managed agent platform from OpenComputer, supporting Claude, Pi, and Codex runtimes with Slack and GitHub integration.

Jul 9, 2026·6 min

Introduction to Prompt Engineering: Principles, Methods, and Practical Case Studies

Prompt Engineering is the core skill for harnessing LLMs. This article covers principles and design methods through real cases like translation role-setting and DeepSeek image generation.

Jul 9, 2026·7 min

LangChain Hands-On Guide: From LLM Calls to Agent Development

Master LangChain from scratch: the three limitations of LLMs, init_chat_model unified interface config, the Message type system, and the path from LLM calls to Agent development.

Jul 9, 2026·7 min

Getting Started with LangChain: The Core Framework Connecting LLMs and AI Applications

A deep dive into LangChain's positioning and value—why do LLMs need a middle layer? How does LangChain serve as the 'glue' unifying multi-model interfaces and supporting Agent development? Learn its core modules and learning path.

Jul 9, 2026·7 min

Fable AI Coding in Practice: Optimizing Reasoning Levels and Multi-Model Collaboration to Save Money

Hands-on guide: Use Anthropic's Fable model to optimize AI coding workflows — control reasoning levels, leverage Claude-Codex multi-model collaboration, and cut costs from thousands to $150.

Jul 9, 2026·7 min

Fable AI Coding in Practice: Optimizing Reasoning Levels and Multi-Model Collaboration to Cut Costs

How developer Theo used Anthropic's Fable model to rebuild his AI coding workflow — controlling reasoning levels, multi-model routing with Codex, and sub-agent orchestration to cut costs from thousands to $150.

Jul 9, 2026·7 min

Hidden Authentication Backdoor Exposed in Tenda Router Firmware: Multiple Versions Affected, Users Beware

Researchers found a hidden authentication backdoor in multiple Tenda router firmware versions, letting attackers bypass passwords to gain admin access. Learn the technical principles, impact, and protection tips.

Jul 8, 2026·7 min

LangSmith Engine: An Intelligent Operations Tool That Automatically Diagnoses and Fixes Agent Failures

LangChain's LangSmith Engine is an intelligent agent tool for tracking Agent failures, prioritizing issues, and auto-drafting fixes. Deep dive into its core capabilities, sandbox isolation, sub-Agent architecture, and continuous evaluation challenges.