The iMerit Blog

From casual to cultured, the iMerit blog tackles a wide array of topics related to security, expertise, and flexibility in the Artificial Intelligence and Machine Learning data-enrichment marketplace.

Jul 8, 2025

What is Supervised Fine Tuning (SFT)?

AI models have evolved dramatically in their capabilities, but the journey from general-purpose algorithms to specialized tools that excel in

Jul 4, 2025

CVPR 2025 Recap: What We Learned About the Future of Annotation, Data, and AI

From synthetic data to edge case annotation, CVPR 2025 confirmed that AI’s future depends on high-quality, diverse data, not just better models. Explore key takeaways and trends.

Jul 3, 2025

Vibe Hacking in AI: How Red-Teaming Can Keep Generative Models Aligned

Discover how vibe hacking exposes tone and trust failures in generative AI and how red-teaming with Ango Hub ensures emotionally aligned model outputs. Learn how expert-in-the-loop workflows catch subtle risks like bias, overconfidence, and cultural misalignment.

Jul 2, 2025

What is a 3D Point Cloud? A Beginner’s Guide

Three-dimensional point clouds represent one of the most powerful data formats driving the evolution of artificial intelligence and machine learning

Jul 1, 2025

Data Annotation vs Data Labeling: What’s the Difference?

The success of machine learning models hinges on the quality of data they’re trained with. Behind every breakthrough in computer

Jun 29, 2025

Role of Multimodal Generative AI in Business Intelligence Models

Business Intelligence (BI) enables businesses to make informed decisions by transforming raw data into actionable insights. The raw data can

Jun 28, 2025

Smarter RLHF: How AI and Automation Are Reshaping LLM Training

Large Language Models (LLMs) are significantly impacting the way we interact with technology. These powerful AI tools are reshaping industries

Jun 27, 2025

How Generative AI in Autonomous Mobility Is Transforming the Future of Transportation

Generative Artificial Intelligence (GenAI) is designed to create entirely new and original content, including text, images, audio, code, and even

Jun 27, 2025

Applications of GenAI For Autonomous Mobility

As Generative AI and autonomous mobility continue to advance, the focus shifts from foundational applications to exploring deeper technical capabilities

Jun 25, 2025

When to Use RAG vs Fine-Tuning: A Practical Guide

The race to develop sophisticated AI applications presents model developers with a key challenge: effectively incorporating domain-specific knowledge into foundational

Jun 24, 2025

Creating and Managing LLM Chat Assets in Ango Hub

As Large Language Models (LLMs) take center stage in enterprise AI, high-quality conversational datasets have become critical for training, fine-tuning,

Jun 11, 2025

Managing Uncertainty in Multi-Sensor Fusion: Bayesian Approaches for Robust Object Detection and Localization

Learn how Bayesian methods handle uncertainty in multi-sensor fusion, improving object detection, localization, and safety in autonomous systems. Explore types of uncertainty, Bayesian inference, Kalman filters, and real-world applications in autonomous driving and UAVs.