Prompt Writing Principles: Roles, Examples, and Output Formats
This article explains when to use roles, examples, and output formats. See the R-C-T-F guide for a template and the troubleshooting guide for failed outputs.
The 5-Step Prompt Engineering Formula Guide to Boost AI Answer Quality 10x
The era of simply throwing questions at AI is over. This guide presents a 5-step structured formula (role, context, task, constraints, format) that raises AI answer quality to expert level, with practical examples and advanced techniques fu
Beyond Simple Calls: A Complete Guide to Multi-Agent System (MAS) Design
This in-depth guide covers Multi-Agent Systems (MAS), a core methodology for overcoming the limits of a single LLM call and implementing complex business logic. From agent collaboration patterns to a practical framework roadmap, it offers h
The Evolution of LLM Agents: A Design Pattern Guide for Autonomous Business Workflows Beyond Simple Tool Calling
For LLM agents to autonomously handle complex enterprise business logic, systematic orchestration design beyond simple Tool Calling is essential. This guide presents proven architecture patterns such as state machines and agent routers, alo
Generative AI: A Guide to Designing 3 Business Models That Generate Real Revenue Beyond Demos
Don't let the generative AI model you've built end as a mere tech demo. This guide covers everything from comparing proven monetization models such as API, SaaS, and hybrid to concrete cost structures and value-proposition frameworks for su
Automating an MLOps Pipeline with Terraform and Kubeflow
This article introduces Infrastructure as Code (IaC) principles for managing the entire process from AI model development to production deployment as code. It presents a practical blueprint for provisioning infrastructure with Terraform and
A Guide to Building RAG-Based Systems: 5 SEO Optimization Strategies to Rank Higher in Search Engines
Even a technically perfect RAG guide is useless if it never appears in search results. This post shares five practical strategies to fully audit your SEO through metadata, alt tags, and structured keyword placement.
From Jupyter Notebook to API: The Basic MLOps/LLMOps Flow for Deploying an LLM
Struggling to take an LLM that worked in development and deploy it reliably into production? This guide combines MLOps principles with current LLMOps practices to give you a practical roadmap for building a high-performance model serving pi
Versioning LLM Prompts with GitOps: Manage Them Like Code and Validate with A/B Tests
This article shows how to apply GitOps principles to solve non-reproducibility in LLM applications. It offers a practical architecture guide for treating prompts as code and building Git-based version control, A/B testing, and automatic rol
Building AI Apps Without Coding: A Guide to Creating Your Own Chatbot with LangChain
The ChatGPT API alone isn't enough. This guide uses LangChain to overcome LLM limitations and walk you through RAG—the core principle for building a chatbot trained on internal documents—with a hands-on roadmap even non-developers can follo
[Developer Guide] Mastering LLM Agents: From Concepts to Architecture Design
Curious about how AI agents that actually execute work, beyond simple chatbots? This guide gives a developer-focused deep dive into agent internals—from the ReAct pattern and Tool Calling architecture to the Planner–Memory–Executor design.
Automation Beyond LLMs: An Architecture Guide to Reliable Business Workflow Orchestration
LLMs and RAG alone cannot reliably automate complex business processes. This guide presents a blueprint for end-to-end AI automation systems that achieve reliability through BPMN-based workflow orchestration patterns and state-management te