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Agentic AI & LLM Engineering

Deep dives into agentic AI, LLM evaluation, synthetic data generation, model selection, and production AI engineering best practices.

6 of 339 articles

Agentic AI
5 min read1Oct 27, 2025

Quality Data Filtering vs Fuzzy Deduplication: The Critical Tradeoff in LLM Training

Learn how quality filtering and fuzzy deduplication create a tradeoff in LLM data curation, and how NeMo Curator uses GPU acceleration to handle both at scale.

Agentic AI
5 min read2Jul 5, 2025

Azure AI Foundry Agent Service: A Complete Guide to Building Enterprise AI Agents

Azure AI Foundry Agent Service provides a managed framework for building, managing, and deploying AI agents on Azure. Compare it to Semantic Kernel, AutoGen, and Copilot Studio.

Agentic AI
5 min read2Feb 14, 2025

AI Agents: What They Are and the Current Landscape in 2025

A comprehensive overview of AI agents — what they are, how they work, and the major platforms including GPT Agents, Gemini, Claude, Copilot, AutoGen, and AutoGPT.

Agentic AI
6 min read2Jan 24, 2025

Prompt Task Classification and Complexity Evaluation: NVIDIA's DeBERTa-Based Framework Explained

NVIDIA's prompt-task-and-complexity-classifier categorizes prompts across 11 task types and 6 complexity dimensions using DeBERTa. Learn how it works and when to use it.

Agentic AI
5 min read3Sep 21, 2024

Retrieval-Augmented Generation (RAG): How It Works and Why It Matters

RAG strengthens LLM responses by grounding them in external knowledge sources. Learn how retrieval-augmented generation reduces hallucinations and enables real-time knowledge access.