AI Guides
Part 3 of 10
What is LangGraph and How to Build Cyclic Agent Workflows?
Learn how LangGraph allows for complex, cyclic AI agent behaviors that go beyond simple linear chains.
How to use Instructor for Structured Data Extraction
Learn how to force LLMs to return perfectly typed JSON objects using Pydantic and the Instructor library.
How to use AgentOps to Track AI Agent Performance and Costs
Learn how to use AgentOps for full-stack observability of autonomous AI agents, including tool use and cost tracking.
How to Build an AI Voice Assistant with Deepgram and Cartesia
A guide to orchestrating real-time speech-to-text and text-to-speech for a low-latency AI conversation experience.
How to Secure Your RAG System from Leaks
A guide to implementing access control and PII filtering for your corporate AI knowledge base.
Why Multi-Modal Embeddings Matter
Learn how to search across text and images simultaneously using a single vector space.
Why Agentic RAG is Replacing Standard Search Patterns
Explore the shift from static retrieval to "Agentic RAG," where the AI autonomously chooses how to search and verify information.
Why You Should Use Knowledge Graphs in Your AI Search
Explore the benefits of GraphRAG and how Knowledge Graphs provide deeper context and better reasoning than simple vector search.
How to use Model Merging to Create Hybrid AI
Learn the basics of SLERP and TIES-Merging to combine the strengths of multiple specialized models.
How to use Pezzo for Prompt Versioning
Learn how to manage, test, and deploy your prompts using the Pezzo cloud-native platform.
What is GraphRAG and When to Use It?
Understand the difference between standard vector RAG and Knowledge Graph-based retrieval.
How to use Dify as an Enterprise LLM Orchestration Platform
Explore the benefits of using Dify for building, deploying, and managing professional AI applications at scale.
Why You Need a Model Router to Balance Cost and Performance
Learn how implementing a router layer can automatically select the best AI model for every query, saving up to 80% on API costs.
What is DPO and How Does it Improve AI Alignment?
Understand the new standard for aligning AI models with human preferences, replacing complex RLHF workflows.
What is Prompt Chaining and When to Use It?
Understand the benefits of breaking complex tasks into a series of smaller, linked prompts for better reliability and control.
What is Multi-Modal AI and How is it Changing Content Creation?
Explore the world of multi-modal models like GPT-4o and Gemini 1.5 and how they are unifying text, image, and audio workflows.
Why You Need a Human-in-the-Loop for High-Stakes AI Workflows
Understand why total AI autonomy is often a risk and how to design effective Human-in-the-Loop (HITL) systems for enterprise applications.
Why Fine-Tuning is Better than RAG for Specific Domain Logic
When to choose fine-tuning over RAG for your AI application and how it can improve reasoning and style consistency.
What are Reasoning Models?
A non-technical introduction to the new class of models designed for hard logic and problem-solving.
Why You Should Use a Reranker to Improve RAG Accuracy
Learn how reranker models act as a second layer of verification to ensure your RAG system always selects the best context.