#llm

3 articles with this tag.

LLM Evaluation & Benchmarking Beyond RAGAS: Production Eval Systems That Actually Work

Build production-grade LLM evaluation from scratch: async JudgeClient, position-bias-corrected pairwise comparison, rubric scoring with normalization, judge calibration, meta-evaluation, human eval with SQLite and Cohen's kappa, pytest CI/CD integration, eval dataset construction, bootstrap confidence intervals, and online monitoring.

May 31, 2026

#llm#evaluation#benchmarking

Prompt Engineering Patterns & Techniques: The Complete Production Toolkit

intermediateTutorial

Production-ready prompt engineering patterns with runnable Python code: chain-of-thought, few-shot learning, self-consistency, prompt chaining, structured output, system prompt design, and advanced techniques including A/B testing and regression frameworks.

May 31, 2026

#prompt-engineering#llm#ai-engineering

Phase 1: Core Foundations of LLM Engineering — APIs, Prompts, Tools & RAG

intermediateTutorial

A comprehensive 8-week roadmap covering LLM APIs, prompt engineering, function calling, tool use, and retrieval-augmented generation — everything you need to build production AI applications.

May 29, 2026

#llm#prompt-engineering#rag