Expert AI Consulting, ML, LLMs, RAG, and Applied AI Solutions for Your Business.https://majuplabs.com/https://majuplabs.com/posts/evaluating-rag-llm-systems/https://majuplabs.com/posts/evaluating-rag-llm-systems/Evaluate the LLM System, not the LLM Model. A structured approach to holistic evaluation of RAG-enhanced LLM systems.Wed, 18 Dec 2024 00:00:00 GMThttps://majuplabs.com/posts/rag_resources/https://majuplabs.com/posts/rag_resources/A collection of AI Products Development & Retrieval Augmented Generation (RAG) resources, either informative blogposts or tutorials, along with books, tweets, youtube videos, short courses, etc, that I have found useful at some point during my career.Sun, 23 Mar 2025 00:00:00 GMThttps://majuplabs.com/posts/problem-first-approach/https://majuplabs.com/posts/problem-first-approach/Focus on the problem, not the solution. A systematic approach to implementing AI that delivers real business value.Fri, 21 Mar 2025 00:00:00 GMThttps://majuplabs.com/posts/bad-document-processing/bad-document-processing/https://majuplabs.com/posts/bad-document-processing/bad-document-processing/In the third part of our 'Bad AI Ideas' series, we examine a request to fully automate a 2000-page document processing workflow. This case highlights why aiming for 100% automation from the start is a common failure pattern and why human-in-the-loop systems are a more realistic approach.Wed, 06 Aug 2025 00:00:00 GMThttps://majuplabs.com/posts/ai-social-media-generator/bad-ai-image-posts-generator/https://majuplabs.com/posts/ai-social-media-generator/bad-ai-image-posts-generator/The second installment in our 'Bad AI Ideas' series examines a recurring request from marketing companies: building an AI system that automatically generates editable image-posts for social media. We explore why this seemingly straightforward idea presents significant technical and business challenges.Tue, 01 Jul 2025 00:00:00 GMThttps://majuplabs.com/posts/bad-legal-ai-admin-tool/bad-legal-ai-admin-tool/https://majuplabs.com/posts/bad-legal-ai-admin-tool/bad-legal-ai-admin-tool/In our 'Bad AI Ideas' series, we start with a cautionary tale from the legal sector. A potential client's request for an autonomous, AI-powered deadline manager serves as a perfect case study for identifying unrealistic project goals and understanding the critical need for human oversight in high-stakes AI applications.Sun, 22 Jun 2025 00:00:00 GMT