Build Guide
Practical guides to answer 'How to build'. Covers mainstream agent frameworks, Python code snippets, local hosting, and workflow configurations.
π‘ Technical Takeaways
This developer guide solves 'how-to' implementation bottlenecks. Topics cover visual workflow orchestration in Dify (including HTTP scraper and Webhook nodes), Anthropic's new Model Context Protocol (MCP) server integration, pure Python Multi-Agent schedules, and containerized private deployments (Ollama + Docker + DeepSeek-R1). Code modules are organized logically for PMs and developers.
Automating Social Media Content Writing and Publishing with Dify Workflows
Learn how to build a Dify workflow containing a scraper node, an LLM rewrite node, formatting utility, and social media webhooks.
Model Context Protocol (MCP) Quickstart Guide
How Anthropic's new protocol standardizes LLM communication with local file systems, databases, and third-party APIs.
Writing a Multi-Agent Collaborative Framework in Pure Python
Build a custom Multi-Agent coordinator using basic Python and standard API endpoints. Learn agent orchestration from first principles.
Deploying Llama-3 & DeepSeek-R1 Locally with Docker and Ollama
Set up a containerized local Dify stack and integrate it with Ollama to run high-performance AI models offline.
Next.js + Vercel AI SDK Part 1: Streaming AI Chat Interface
Deep dive into HTTP streaming (SSE) protocol, Vercel AI SDK Data Stream Protocol, and build a production-grade chat interface with Markdown rendering, error retry, and token cost awareness.
Next.js + Vercel AI SDK Part 2: Inline Tool Calling and Dynamic UI Rendering
Full deep-dive into OpenAI Function Calling protocol, Tool Call lifecycle, real API integration, dynamic React UI rendering, and production pitfalls.
Next.js + Vercel AI SDK Part 3: Multi-Agent Collaboration and Handoff Visualization
Compare Supervisor, DAG, and Swarm/Handoff orchestration patterns. Build an Agent Registry for dynamic routing with context management and loop detection.
Next.js + Vercel AI SDK Part 4: Human-in-the-Loop Approval Workflows
Comprehensive guide to HITL patterns: pre-execution gates, post-execution review, and tiered authorization with audit logging and security considerations.