Mycellia Blog

Stories on enterprise memory, retrieval quality, governance, and product releases.

January 26, 2026

The Hidden Layer of RAG: Data Extraction, Chunking, and Embeddings

We talked about RAG, but the real work starts behind the scenes. Learn how data extraction, chunking strategies, and embedding choices determine whether your RAG system actually works.

RAGData ExtractionChunkingEmbeddingsVector DatabaseAI Architecture

Mycellia Team

January 21, 2026

Understanding RAG: What It Is, What It Isn't, and How It's Actually Used

RAG emerged when it became clear that 'let's just make the model bigger' was not enough. Learn what RAG really is, common misconceptions, and the most effective RAG strategies for enterprise use.

RAGLLMEnterprise AIKnowledge ManagementAI Architecture

Mycellia Team

December 22, 2025

AI Agents at Work: Building Automated Workflows for Modern Enterprises

Discover how AI Agent Builders and automated workflows are transforming enterprise operations—from document processing to decision-making. Learn what AI agents do, how they work, and why they're becoming essential for competitive businesses.

AI AgentsWorkflow AutomationEnterprise AIDigital TransformationProductivity

Mycellia Team

December 21, 2025

Understanding Tokens in AI and LLMs

What are tokens, how are they calculated, and why do they matter for AI pricing? A practical guide to understanding the fundamental unit of AI language models.

AILLMTokensPricingTechnical

Mycellia Team

December 19, 2025

What Is Work AI and Why Do Companies Need It?

Work AI is not another chatbot. It is the intelligence layer that connects company data, knowledge, and workflows to help teams actually get work done—securely and reliably.

Work AIEnterprise AIKnowledge ManagementAI AgentsDigital Transformation

Mycellia Team

December 19, 2025

What is RAG and What It Is NOT?

Retrieval-Augmented Generation is reshaping how enterprises use AI—but it's not a magic solution. Understand what RAG really does and where it falls short.

AIRAGKnowledge ManagementEnterprise AI

Mycellia Team

March 2, 2024

Designing memory-first dashboards

Lessons from building dashboards that make your data instantly searchable and chat-ready.

ProductDesign

Mycellia Product