Category: Artificial Intelligence - Page 5
- Mark Chomiczewski
- Sep, 26 2025
- 7 Comments
NLP Pipelines vs End-to-End LLMs: When to Use Composition vs Prompting
NLP pipelines and end-to-end LLMs aren't rivals-they're teammates. Learn when to use each for speed, cost, accuracy, and creativity-and how top teams combine them to get the best of both worlds.
- Mark Chomiczewski
- Aug, 29 2025
- 6 Comments
How to Manage Latency in RAG Pipelines for Production LLM Systems
Learn how to cut RAG pipeline latency from 5 seconds to under 1.5 seconds using streaming, intent classification, vector database tuning, and connection pooling - critical for production LLM systems.
- Mark Chomiczewski
- Aug, 16 2025
- 5 Comments
Truthfulness Benchmarks for Generative AI: How to Evaluate Factual Accuracy in 2025
Truthfulness benchmarks like TruthfulQA reveal how often generative AI models repeat false information. In 2025, top models like Gemini 2.5 Pro score 97% on factual accuracy tests - but real-world use still shows dangerous errors. Here’s how to evaluate and reduce AI hallucinations.
- Mark Chomiczewski
- Jul, 30 2025
- 0 Comments
KPIs and Dashboards for Monitoring Large Language Model Health
Learn the essential KPIs and dashboard practices for monitoring large language model health in production. Track hallucinations, latency, cost, and user trust to prevent failures and ensure responsible AI.