Workflow & Automation
Curated Workflow & Automation tutorials.
From Demo to Production: A Practical Guide to Agent Harness Engineering
Agent Harness is the engineering infrastructure wrapped around the model, determining the success or failure of AI moving from demo to production. This article systematically covers the core concepts of Harness, the ETCLOVG seven-layer architecture, the five-tier memory system, dynamic workflows, and other key designs. Combined with practical cases like Claude Code, it provides a complete methodology covering context management, tool orchestration, and security governance. Suitable for developers and technical leaders who are bringing AI into real engineering.
IntermediateThe Complete Guide to AI Agent Workflow Automation: From Zero to Production Deployment
Workflow automation is one of the highest-value scenarios for AI Agents. This article uses a 'daily competitive intelligence auto-collection + summary + push' pipeline as the main thread, explaining step by step how to use n8n for orchestration, Dify for AI processing, and MCP Server for tool integration to build a truly usable automation system.
IntermediateAI Code Review Automation 2026: GitHub Actions + GPT-4 for Pull Requests
Build an AI code review bot with GitHub Actions and GPT-4o. Analyzes every PR for security vulnerabilities, logic errors, and code quality. Block merges on critical security issues.
IntermediateAutomating Data Science Workflows with AI: From EDA to Model Deployment
A comprehensive guide to automating the end-to-end data science workflow using AI tools—from automated exploratory data analysis and feature engineering to model selection, hyperparameter tuning, and production deployment.
IntermediateAI Email Automation 2026: GPT-4 + Gmail API for Smart Inbox Management
Build AI email automation with GPT-4 and Gmail API. Covers email classification, priority scoring, auto-draft generation, and routing—saving hours of inbox management weekly.
IntermediateAI Generative Design for Product Development: From CAD Automation to Topology Optimization
Explore how AI generative design tools are transforming product development—automatically generating optimal component geometries, reducing material use, and compressing design cycles from months to days.
IntermediateAI HR & Recruitment Automation Guide 2026: Full-Process AI Empowerment from Resume Screening to Onboarding
In 2026, AI tools have transformed every stage of recruitment. This article explains how HR can use AI to optimize job descriptions, batch-screen resumes, generate interview questions, research candidate backgrounds, draft offer letters, and automate onboarding processes, freeing HR teams from tedious administrative work so they can focus on tasks that truly require human judgment.
IntermediateAI-Powered HR Assistant: Enterprise Implementation
Enterprise HR Assistant Implementation (2026): Policy Q&A uses RAG with jurisdiction metadata filtering, mandatory citation of clauses and effective dates; personal data uses scoped tools (code-level authorization) derived from identity authentication. Hard-coded categories for escalation to human agents, privacy architecture (DPIA/data residency/works council), and a four-step shadow deployment method.
IntermediateAI Short Video Mass Production Pipeline 2026: From Script to Final Cut in a Fully Automated Workflow
The core competitiveness of short videos lies in high-frequency updates. AI compresses the production time of a single video from 2 hours to 20 minutes. This article shares a complete AI short video workflow: viral script analysis → script generation → AI voiceover → video generation → post-production compositing, helping content teams establish a sustainable high-yield model.
IntermediateComplete AI Video Creation Workflow 2026: From Script to Publishing, One Person Produces Professional Short Videos
By 2026, AI video tools have matured enough to let creators without filming equipment or editing skills produce professional short videos. This article designs a complete AI video creation workflow from topic selection, script, and material generation to editing and publishing, covering three mainstream video formats: talking head, tutorial, and digital human.
AdvancedBuilding Financial Analysis Agent with AI Agents: Complete Guide 2026
Building Financial Analysis Agent with AI Agents 2026 Introduction AI agents that can analyze financial data and generate investment reports are transforming how developers work. This guide shows you how to build a production-ready Financial Analys
AdvancedBuilding SQL Query Agent with AI Agents: Complete Guide 2026
Building SQL Query Agent with AI Agents 2026 Introduction AI agents that can translate natural language to SQL and execute queries are transforming how developers work. This guide shows you how to build a production-ready SQL Query Agent using Lang
BeginnerCursor + Claude Opus 4.1: Build the Ultimate AI Coding Workflow for 2026 (Complete Guide)
This guide is for all developers, teaching you how to configure Claude Opus 4.1 in Cursor IDE and extend Agent capabilities with custom Rules and MCP Servers. Includes complete configuration files, prompt optimization, and troubleshooting. Following this guide can boost coding efficiency by 5-10x.
AdvancedDeploy TinyLlama 1.1B on Raspberry Pi 5 — Home automation assistant
Deploy TinyLlama 1.1B on Raspberry Pi 5 Overview Run TinyLlama 1.1B directly on Raspberry Pi 5 for home automation assistant. Local inference offers privacy, zero latency, and no ongoing API costs. **Specs**: ARM CPU · 4GB RAM Installation ```ba
BeginnerDify Complete Tutorial 2026: How to build and deploy AI applications visually
Dify Complete Tutorial 2026 What is Dify? **Dify** is a powerful LLM app platform that enables you to build and deploy AI applications visually. It has become one of the most popular tools in the AI developer toolkit in 2026. Why Use Dify? - **Pr
IntermediateDify Workflow Platform: Tutorial and Best Practices
Dify Workflow Platform What is Dify? Dify is a framework for open-source LLM workflow platform. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: platform Installation ```bash pip instal
IntermediateBuilding Enterprise-Grade RAG 2.0 Systems: A Complete Practice from Document Parsing to Knowledge Retrieval
This article systematically introduces the construction and optimization methods of enterprise-grade RAG 2.0 systems, covering key technologies such as document parsing, query rewriting, hybrid retrieval, ranking fusion, ontology constraints, and cache optimization. Combined with real-world scenarios in manufacturing and finance, it explains in detail how to address core challenges like parsing complex document structures, multi-turn dialogue anaphora resolution, and balancing retrieval precision and recall. It also introduces ontology-driven semantic constraints and caching mechanisms to improve accuracy and response efficiency in professional domains. Suitable for developers with basic RAG knowledge who want to build production-level systems.
BeginnerLiteLLM Complete Tutorial 2026: How to use one API for 100+ LLM providers
LiteLLM Complete Tutorial 2026 What is LiteLLM? **LiteLLM** is a powerful LLM proxy that enables you to use one API for 100+ LLM providers. It has become one of the most popular tools in the AI developer toolkit in 2026. Why Use LiteLLM? - **Prod
IntermediateLoop Engineering: The New Paradigm for AI Coding Agents
Loop Engineering is a new paradigm for AI coding agent collaboration, centered on replacing manual agent instructions with automated loops. This article dives into the five core modules (automated scheduling, worktrees, project skills, plugin connectors, sub-agents) and persistent memory, with concrete implementations in Claude Code and Codex, plus Anthropic's internal Skills taxonomy and writing tips. Ideal for intermediate to advanced developers looking to move from manual operations to systematic agent orchestration.
BeginnerMake (Integromat) Complete Tutorial 2026: How to automate AI workflows with 1500+ app integrations
Make (Integromat) Complete Tutorial 2026 What is Make (Integromat)? **Make (Integromat)** is a powerful no-code automation that enables you to automate AI workflows with 1500+ app integrations. It has become one of the most popular tools in the AI
BeginnerModal Complete Tutorial 2026: How to deploy Python AI code to cloud instantly
Modal Complete Tutorial 2026 What is Modal? **Modal** is a powerful cloud compute that enables you to deploy Python AI code to cloud instantly. It has become one of the most popular tools in the AI developer toolkit in 2026. Why Use Modal? - **Pr
Beginnern8n vs Make vs Zapier 2026: Which Automation Platform Wins for AI Workflows?
Complete comparison of n8n, Make (formerly Integromat), and Zapier for AI workflow automation in 2026. Covers pricing, AI integrations, workflow complexity, self-hosting options, and specific scenarios where each platform excels.
BeginnerReplicate Complete Tutorial 2026: How to run ML models via simple API calls
Replicate Complete Tutorial 2026 What is Replicate? **Replicate** is a powerful ML model API that enables you to run ML models via simple API calls. It has become one of the most popular tools in the AI developer toolkit in 2026. Why Use Replicate
IntermediateVellum AI Platform: Complete Setup Guide
Vellum Platform Guide (2026): The Four-Piece LLM App Development Platform for Hybrid Teams — Prompt Workbench (non-engineers can iterate) / Visual Workflow / Evaluation Suite / Versioned Deployment Endpoints. Honest Buy vs. Build Comparison: Small full-stack engineering teams can use git+registry, but complex Agents still belong to code frameworks.
BeginnerWeights & Biases Complete Tutorial 2026: How to track ML experiments and model performance
Weights & Biases Complete Tutorial 2026 What is Weights & Biases? **Weights & Biases** is a powerful ML experiment tracking that enables you to track ML experiments and model performance. It has become one of the most popular tools in the AI develo
IntermediateZapier + OpenAI: How to Automate workflows with AI in Zapier (2026)
Zapier + OpenAI Integration Guide 2026 Overview This guide shows you exactly how to automate workflows with AI in Zapier using Zapier and OpenAI. We cover setup, core integration, and production-ready patterns. Prerequisites - Zapier environment