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Guides & Technical Reports

Explore practical guides, research-backed frameworks, and technical insights from the GATAI team—designed to help you navigate AI development, deployment, and innovation at scale.

Technical Guide

Building a Scalable AI Pipeline

Learn how to design and deploy a modular, scalable AI data pipeline using annotation, automation, and active learning techniques.

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Research Report

LLMs in Production: Challenges & Solutions

A breakdown of real-world deployment issues for large language models, with insights on reliability, cost, and performance tuning.

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Implementation Strategy

Human-in-the-Loop in AI Model Training

How to effectively incorporate human oversight in model evaluation, labeling, and continual learning workflows.

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