Leveraging Consensus Logic and Escalations to Improve RLHF

In the evolving world of AI development, ensuring alignment between machine behavior and human intent is critical. This blog explores how consensus logic and escalation workflows can significantly enhance the effectiveness of Reinforcement Learning from Human Feedback (RLHF). By aggregating multiple human judgments and escalating ambiguous cases to expert reviewers, these strategies reduce bias, increase reliability, and improve the overall trustworthiness of AI systems.

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Unlocking the Potential of In-cabin Solutions: Emerging Use Cases & Evolving Data Needs

As vehicles advance toward autonomy, in-cabin monitoring systems are becoming essential for enhancing safety, comfort, and compliance. These AI-driven systems track driver alertness, passenger behaviour, and environmental factors—transforming the driving experience and meeting growing regulatory demands. With the market projected to soar past $3.2B by 2031, the need for smart, reliable monitoring has never been greater.

iMerit supports this evolution with high-quality data annotation via its Ango Hub platform, combining predictive AI with expert oversight. This ensures automotive companies can train accurate, bias-free models for use cases ranging from driver fatigue detection to child safety—driving innovation in next-generation vehicle intelligence.

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Generative AI Chatbots in Healthcare

Generative AI chatbots are reshaping the healthcare industry by streamlining operations, enhancing patient care, and offering round-the-clock support. From symptom checking and appointment scheduling to chronic disease management and mental health assistance, these AI-powered assistants provide scalable, accessible solutions for patients and professionals alike. As technology evolves, so does their potential—integrating with wearables, delivering personalised care, and supporting complex diagnoses with impressive accuracy.

Despite the promise, challenges like data privacy, regulatory compliance, and the need for expertly annotated medical datasets remain. iMerit addresses these issues head-on with secure, HIPAA-compliant data solutions, expert-driven annotation services, and domain-specific reinforcement learning support. With its proven track record and deep expertise in healthcare AI, iMerit is empowering organisations to build accurate, ethical, and scalable AI chatbots that are shaping the future of patient-centred care.

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Turning Raw Data into AI Insights with Snowflake and Ango Hub

In today’s fast-evolving AI landscape, enterprises face challenges in scaling machine learning workflows from development to production. This blog explores how the integration of Snowflake and iMerit's Ango Hub streamlines AI data pipelines—combining robust cloud data warehousing with advanced multimodal data annotation. Learn how this powerful synergy accelerates model training, enhances data quality, and enables seamless MLOps with automation and human-in-the-loop precision.

Discover how Snowflake and Ango Hub transform raw data into AI insights through seamless integration of cloud storage, automated annotation, and expert validation—empowering scalable, high-quality AI development.

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New Study Shows AI-Driven Forecasting Reduced Excess Inventory by 20%

A recent study by Modern Distribution Management showed that AI is playing a pivotal role in the data management practices of distributors, enabling them to navigate the complexities of data with precision and agility.

Today, many distributors are adopting a data-first approach, layering in AI for added wins like reducing excess inventory by 20% and increasing sales by 15%. Are there challenges to becoming a data-driven distributor? You bet. Find out what your peers experienced and gain from their insights.

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NOW. It’s Time to Start Your Cloud Journey. Find Out Why.

If you’re running your ERP on-premise, you likely worry about having the right resources to upgrade hardware, enable sufficient network capacity, run the latest versions or withstand malware attacks. Cloud ERP takes care of these issues because it is easily scalable, operates at the highest level of performance, is secure, and enables easy connectivity.

Discover 10 reasons you should be beginning, or accelerating, your journey to the cloud.

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New Study Shows AI-Driven Forecasting Reduced Excess Inventory by 20%

A recent study by Modern Distribution Management showed that AI is playing a pivotal role in the data management practices of distributors, enabling them to navigate the complexities of data with precision and agility.

Today, many distributors are adopting a data-first approach, layering in AI for added wins like reducing excess inventory by 20% and increasing sales by 15%. Are there challenges to becoming a data-driven distributor? You bet. Find out what your peers experienced and gain from their insights.

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NOW. It’s Time to Start Your Cloud Journey. Find Out Why.

If you’re running your ERP on-premise, you likely worry about having the right resources to upgrade hardware, enable sufficient network capacity, run the latest versions or withstand malware attacks. Cloud ERP takes care of these issues because it is easily scalable, operates at the highest level of performance, is secure, and enables easy connectivity.

Discover 10 reasons you should be beginning, or accelerating, your journey to the cloud.

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How TracxTMS Saves You Thousands with Built-in EDI

An efficient trucking business needs the right tools, and EDI (Electronic Data Interchange) is one of the most crucial. EDI simplifies the exchange of documents like load tenders, invoices, and bills of lading, eliminating manual paperwork and saving time. While many companies pay hefty fees for EDI transactions, TracxTMS solves this problem - offering a built-in solution that can save your business thousands of dollars every year.

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5 Must-Have Features for Your Transportation Management System (TMS)

Choosing the right transportation management system (TMS) can be a game changer for your business. With so many options available, it's crucial to know what features to look for to ensure efficiency and growth. Here are five essential features your TMS should have to provide the best experience for your trucking company.

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CERT C Benchmark

The SEI CERT Coding Standards are software coding standards developed by the Software Engineering Institute of Carnegie Mellon University. They are steadily becoming one of the key industry references for creating safe and secure software. One of these is SEI CERT C which has been updated for C11 but is also applicable to the earlier versions of the C language.

CERT C is primarily intended for software developers. However, it is also used by software integrators to define the requirements concerning code quality. There is a special interest for high-stakes and critical code developers who must build reliable code that is robust and resistant to attacks. That is why these standards are increasingly being used as a metric to evaluate the quality of the source code.

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Live Chat Security: Everything You Need to Know for Secure Live Chat

Over the years, SaaS developers have worked with businesses to increase the efficacy and security of this vital customer service channel: most of today’s live chat providers offer some level of password protection and data encryption to help companies manage sensitive data.

However, the level of security offered by different vendors does vary widely. This makes it all the more important to know how your live chat provider is managing your and your customers’ data, and what measures it has in place to detect and neutralize security breaches.

This blog post breaks down the potential threats to live chat security, and outlines how Comm100 Live Chat stays secure through industry-leading security features and compliances.

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10 Reasons Why Companies Choose OpenLogic for OSS Support

As shown in the 2022 State of Open Source Report, organizations around the world today are consuming and contributing to open source software more than ever before. But successfully using open source in business critical applications requires dependable OSS support.

In this blog, we discuss the top 10 reasons why companies choose OpenLogic by Perforce for their OSS support, and why that support is critical to harnessing the true innovative potential of OSS.

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10 Tips for Getting Your Chaotic Project Back on Track

Chaotic projects can wreak havoc on our working and personal lives. One day you may wake up to realize that the priorities in your organization have changed, causing your project to be deprioritized, over budget, won't be delivered on time, or worse. Project management software like LiquidPlanner can help you catch these common issues before they arise. Read our top 10 tips for getting a chaotic project back on track.

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The What, When, Where, Who, How and Why Behind Security Incidents

Security people can be infuriating. All too often security incidents are confused in a fog of acronyms, data, and analysis. The industry, as a whole, has failed to make information presentation humanly readable and visual.

Picture the scene of a crime; and enter our hero… the police investigator. As he scans the scene for evidence, he tries to build a picture of the events that led to this crime. There are only 6 questions in his mind… What, When, Where, Who, Why and How?

And so, to solve a problem, either in the physical world, or your cyber environment, these elements are the factors you must question and decipher to solve a problem or collect the right information.

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