JAKARTA — Tim dosen Program Studi (Prodi) Sistem Informasi Universitas Nusa Mandiri (UNM) mengembangkan inovasi berupa chatbot berbasis Artificial Intelligence (AI) dan Natural Language Processing (NLP) untuk meningkatkan literasi...
The best API for repetitive chatbot queries is the one that makes repeated input measurable before you choose a routing rule. For a B2B SaaS team classifying moderation reports, I would start with OpenAI-compatible chat completions, count the candidate prompt, cap the response, and record cost per…
Build a RAG Chatbot: Connecting an LLM to Your Own Documents Large Language Models can explain concepts and generate text, but they may not know the contents of your private documents or the latest information in a specific knowledge base. Retrieval-Augmented Generation (RAG) addresses this by…
TL;DR: For a chatbot API with long context, good quality means a contract pipeline, not a prompt call. Validate the model's JSON at the boundary, measure field-level rejection and repair rates, and retain a small, redacted sample of failures. The decision rule is straightforward: choose the runtime…
To evaluate a RAG chatbot before launch, test it against an evaluation set : real questions with known good answers, including the ones it should refuse, run again after every change. A demo can't tell you the bot is ready. A test set can. Demos always go well. Someone asks five questions they know…
Most website chatbots fail the same way: they sound confident and get your hours, services or policies wrong. A chatbot is only useful if it answers from your content and admits when it doesn't know. I built HeshBot , the assistant on my own site, to work exactly that way. Here's what a site…
Top-ranking Democrats have demanded that President Donald Trump preserve his secret chat sessions with “super intelligence” chatbots. A Time report earlier this month cited an insider who said the 80-year-old consulted Elon Musk’s Grok before launching a military operation in Venezuela. Now, Reps.…
A widely shared summary of IKEA's AI strategy can sound like a neat equation: AI took nearly half the customer enquiries, workers were retrained, and the company made €1.3 billion in sales. The numbers are real. The equation needs more care. The source is Ingka Group, IKEA's largest retailer. Its…