#AI编程
9638 related articles
Dify Local Deployment Guide: From Docker Installation to LLM Integration
Step-by-step guide to deploying Dify locally: Docker and Docker Compose setup, pulling source code, starting containers, and admin initialization on Linux, Mac, and Windows.
Complete Guide to Building AI Apps with Dify from Scratch: Five App Types and Workflows Explained
Complete guide to building AI apps with Dify: covers Docker deployment, MySQL integration, five app types (Chatbot, Text Gen, Agent, Chatflow, Workflow), model connection, and publishing.
Dify Beginner's Guide: Build AI Agents and Workflows Without Writing Code
Dify beginner's guide: build AI agents, chat assistants, and workflows with zero code using a visual interface. Compare Dify vs Coze on private deployment.
Getting Started with Dify: Core Value of the Open-Source AI App Development Platform and Its Private Deployment Advantages
Dify is an open-source LLM app platform for building AI Agents, RAG knowledge bases, and workflows — no code required. Learn how it compares to Coze and why private deployment matters for regulated industries.
Stop Using Dumb Models: Why the 'Floor' of Frontier AI Matters More Than the 'Ceiling'
A top AI developer rejects the "older models are just as good" take, arguing the floor—not the ceiling—of frontier AI is what matters, with real data proving exponential agent runtime gains.
FAISS Vector Search in Practice: Lessons Learned From Embeddings to RAG
A developer shares hands-on lessons building FAISS vector search and RAG pipelines, covering embeddings, metadata filtering, query rewriting, and hybrid retrieval.
Three Stages of AI LLM Testing: A Practical Guide from Core Concepts to API Calls
A learning path for testers covering LLM fundamentals, prompt engineering, OpenAI SDK calls, API Key vs Token differences, streaming output, RAG, and Agent systems.
Vercel's Chief of Software Looks Back: The Evolution of Agent Building — From Multi-Agent Chains to File System Agents
Vercel's Chief of Software Andrew recaps the agent-building journey at AI Engineer: from giant prompts to multi-agent chains, monolithic memory, file system agents, and the open-source EVE framework.
3-Month LLM Learning Roadmap: From Zero to Agent Development, Fully Broken Down
A 3-stage LLM learning roadmap for beginners: master prompts and APIs, build RAG-powered knowledge bases, then develop Agents with ReAct and multi-agent collaboration.
Compiled AI Agent Architecture: Why We Chose Fixed Pipelines Over Runtime Decision-Making
A developer shares how they compile natural language instructions into fixed pipelines instead of letting models decide at runtime — and why it matters for file ops.
Career Switch to AI Agent Development from Scratch: A Three-Month Learning Roadmap
What does it take to break into AI Agent development from scratch? This article breaks down a 3-month roadmap covering Python, Prompt Engineering, RAG, vector retrieval, and Agent development.
@ai-sdk/valibot 3.0.44 Released: A Dependency-Update Patch
Vercel AI SDK releases @ai-sdk/valibot 3.0.44, a patch update syncing provider-utils to 5.0.44. Learn what this means for schema validation and the monorepo release pattern.
Vercel AI SDK Releases @ai-sdk/typesafe-ai 3.0.3 Patch Update
Vercel AI SDK releases @ai-sdk/typesafe-ai@3.0.3 patch update, syncing the provider-utils dependency to 5.0.44. Learn what this means and how to upgrade safely.
Vercel AI SDK Releases @ai-sdk/vue 2.0.260 Patch Update
Vercel AI SDK releases @ai-sdk/vue 2.0.260, a patch update syncing with ai@5.0.260. Learn what this means for Vue developers building AI apps.
@ai-sdk/voyage 2.0.44 Released: Dependency Update Patch Version
@ai-sdk/voyage 2.0.44 patch release syncs the underlying @ai-sdk/provider-utils dependency to 5.0.44, maintaining Vercel AI SDK ecosystem consistency with minimal risk.
@ai-sdk/vue@4.0.106 Released: Dependency Updates and Patch Fixes
Vercel AI SDK releases @ai-sdk/vue@4.0.106 patch update, syncing ai@7.0.106 and provider-utils@5.0.44 dependencies. Learn what this means for Vue developers.
Vercel AI SDK Vue 3.0.286 Released: Dependency Updates and Patch Fixes
The @ai-sdk/vue 3.0.286 patch release syncs dependencies and upgrades the core ai package to 6.0.286. Learn what this means for Vue developers using Vercel AI SDK.
Vercel AI SDK Releases workflow-harness 1.0.116 Patch Update
Vercel AI SDK releases @ai-sdk/workflow-harness@1.0.116 patch update, syncing the @ai-sdk/harness dependency. Learn what this means for AI workflow developers.
@ai-sdk/xai 5.0.3 Released: A Deep Dive into This Dependency-Update Patch
Vercel AI SDK releases @ai-sdk/xai 5.0.3, a patch update that syncs the internal provider-utils dependency to 5.0.44. Learn what this means for xAI/Grok developers.
@ai-sdk/workflow@2.0.37 Released: A Dependency-Sync Patch Update
Vercel AI SDK releases @ai-sdk/workflow@2.0.37, a patch update syncing ai@7.0.106 and provider-utils@5.0.44. No breaking changes — safe for production upgrades.