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.
Feb 6, 2025
Adapting DMS Technology to Handle Unstructured Traffic and Diverse Behavior
Discover how Driver Monitoring Systems (DMS) enhance road safety in India by detecting driver fatigue, distraction, and drowsiness. Learn about AI-powered DMS, its adoption challenges, and its impact on unstructured traffic.
Jul 9, 2025
Beyond GenAI: How Data Annotation is Evolving for the AGI Era
As AI moves beyond GenAI toward Artificial General Intelligence, data annotation must evolve. Explore how multimodal labeling, expert-in-the-loop workflows, and synthetic data validation are reshaping training data for AGI systems.
Jul 9, 2025
Technical Framework for Applying RLHF to Enhance Multi-Sensor Object Detection and Scene Understanding Models
Most AI models struggle when they face new or unusual situations. They can’t always adapt well, which limits how useful
Jul 9, 2025
Polygon Annotation: Key Benefits & Use Cases
Some computer vision applications demand precision that traditional rectangular bounding boxes simply can’t deliver. When AI models need to distinguish
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
