UgenticIQ Year-End Review




A Guide to AI Marketing Analytics for Marketing Professionals

Otterautomates marketing meeting tasks before - summarizing each of your meetings and collating action items discussed in one place to save you time throughout the process. Transcribe discussions and identify key topics in real time — and streamline the follow-up later. Explore the top AI-powered tools businesses use in 2025 to boost productivity, automate tasks, enhance customer experience, and drive smarter growth. By using artificial intelligence to analyze sentiment in thousands of reviews, the team identified what truly drives satisfaction and pinpointed where service gaps are. They then used these insights to tailor digital advertising copy, optimize store experiences, and guide product training. They learn from patterns, test multiple outcomes, and recommend the next best step, often before a human would have even seen the trend.

Artificial intelligence Reasoning, Algorithms, Automation

Deep learning excels in handling large and complex data sets, extracting intricate features, and achieving state-of-the-art performance in tasks that require high levels of abstraction and representation learning. Over the next few decades, AI research saw varying levels of success, often characterized by periods of optimism followed by “AI winters”—times when funding and interest in AI research waned due to unmet expectations. However, the resurgence of AI came in the late 1990s and early 2000s, thanks to significant advancements in machine learning algorithms, data availability, and computational power.

The 40 Best AI Tools in 2025 Tried & Tested

Automate routine document analysis tasks with AI that thinks like a subject matter expert and allows your team to focus on strategic work. If ChatGPT is your brilliant but slightly chaotic friend, then Claude is the meticulous one who reads the instruction manual and guides you through every step. Sometimes, it will ask follow-up questions to clarify your expectations—even when you give it a simple task—which can be occasionally frustrating, but it’s still a good trade-off. We’ve reached a point where over 3,000 new AI tools and startups have launched in just a few years. The AI landscape is exploding with new offerings, and some of them are merely riding the wave without bringing anything truly innovative to the table. Your HVAC system circulates air throughout your home several times a day —...

Machine Learning for Dynamical Systems

But fine-tuning alone rarely gives the model the full breadth of knowledge it needs to answer highly specific questions in an ever-changing context. In a 2020 paper, Meta (then known as Facebook) came up with a framework called retrieval-augmented generation to give LLMs access to information beyond their training data. RAG allows LLMs to build on a specialized body of knowledge to answer questions in more accurate way. Snap Machine Learning (Snap ML in short) is a library for training and scoring traditional machine learning models.

Explainable AI for mission-critical workloads with Machine Learning for IBM z/OS



Vector databases can efficiently index, store and retrieve information for things like recommendation engines and chatbots. But RAG is imperfect, and many interesting challenges remain in getting RAG done right. Ability to complete large training jobs in less resources, with high resource utilization. All that traffic and inferencing is not only expensive, but it can lead to frustrating slowdowns for users. IBM and other tech companies, as a result, have been investing in technologies to speed up inferencing to provide a better user experience and to bring down AI’s operational costs.

Difference between online and on line English Language Learners Stack Exchange

There is one useful difference in meaning between them, though. If you want to emphasise that you did buy a new cell phone, or contradict someone who thinks you didn't, you would definitely choose "I have bought a new cell phone." Which one you are likely to say is probably more about regional differences than anything else, especially when you add "I've bought a new cell phone" to the list. For some speakers, there's almost no practical difference in how they pronounce "I've" and "I" if they aren't speaking carefully. Grammatically, as I'm sure you know, the difference is that the first example is simple past, and the second is present perfect.

Bought vs Have bought



It is an old-fashioned term and native speakers of English do not use it. It is used in neither British English nor American English. Discussion is one of those words which can be a mass noun or a count noun. As a mass noun it means the act of discussing in general, as a count noun it means a single event of discussing. So for useful discussions implies that there were several separate times at which you discussed.

AI in Business: How and Why Companies Are Using AI for Automation

AI predicts and addresses issues like supplier delays or geopolitical events. This is crucial for maintaining operational continuity in an increasingly complex global market. Market projections also underscore this trend as the AI market in supply chain is expected to reach USD 157.6 billion by 2033. Machine learning technology leads this growth with over 44% of the market share. The company uses sensors to capture equipment data and AI to analyze the collected data to identify patterns that equipment issues. The solution also integrates with maintenance management systems like Uptake and Pitstop.

ChatGPT Wikipedia

This new feature allows ChatGPT to compete with other search engines -- such as Google, Bing and Perplexity. OpenAI also offers other subscription tiers, like a $200-per-month Pro model, which has no limits and can do things like compile advanced research reports. There are also Team and Enterprise accounts for large organizations.

OPENAI_ORG_ID (optional)



Don't miss any of CNET's unbiased tech content and lab-based reviews. GPT-5 was launched on August 7, 2025, and is publicly accessible through ChatGPT, Microsoft Copilot, and via OpenAI's API. Customize the default template used to initialize the User Input Preprocessing configuration item in Settings. After adding or modifying this environment variable, please redeploy the project for the changes to take effect. If you encounter a failure of Upstream Sync execution, please manually update code.

Machine Learning vs AI: Differences, Uses, & Benefits

They’re helping organizations streamline processes and uncover data to make better business decisions. They’re advancing nearly every industry by helping them work smarter, and they’re becoming essential technologies for businesses to maintain a competitive edge. We can think of machine learning as a series of algorithms that analyze data, learn from it and make informed decisions based on those learned insights. An increasing number of businesses, about 35% globally, are using AI, and another 42% are exploring the technology. In early tests, IBM has seen generative AI bring time to value up to 70% faster than traditional AI. Health care produces a wealth of big data in the form of patient records, medical tests, and health-enabled devices like smartwatches.

100+ AI Use Cases with Real Life Examples in 2025

AI uses advanced algorithms to detect bugs and errors in the software. If something is wrong, like a piece of code that doesn’t work as expected, the AI spots it right away. This means problems can be fixed early, preventing bigger issues down the line. This reduces the number of bugs that make it into the final product and saves time and resources. Developers have to test their code repeatedly to find and fix bugs.

How AI could speed the development of RNA vaccines and other RNA therapies Massachusetts Institute of Technology

Researchers at MIT used AI to “design antibiotics that can tackle hard-to-treat infections gonorrhoea and MRSA,” reports ITV News. "Our work shows the power of AI from a drug design standpoint, and enables us to exploit much larger chemical spaces that were previously inaccessible,” says Prof. James Collins. Using generative AI, researchers at MT have designed new antibiotics to combat MRSA and gonorrhea, reports James Gallagher for the BBC. get more info "We're excited because we show that generative AI can be used to design completely new antibiotics," says Prof. James Collins. "AI can enable us to come up with molecules, cheaply and quickly and in this way, expand our arsenal, and really give us a leg up in the battle of our wits against the genes of superbugs." Through several rounds of additional experiments and computational analysis, the researchers identified a fragment they called F1 that appeared to have promising activity against N.

Tinkercad Quickstart Guide



Category theory, a branch of mathematics that deals with abstract structures and relationships between them, provides a framework for understanding and unifying diverse systems through a focus on objects and their interactions, rather than their specific content. In category theory, systems are viewed in terms of objects (which could be anything, from numbers to more abstract entities like structures or processes) and morphisms (arrows or functions that define the relationships between these objects). By using this approach, Buehler was able to teach the AI model to systematically reason over complex scientific concepts and behaviors. The symbolic relationships introduced through morphisms make it clear that the AI isn't simply drawing analogies, but is engaging in deeper reasoning that maps abstract structures across different domains. After the model was trained, the researchers asked it to predict new formulations that would work better than existing LNPs.

5 Benefits of AI to Know in 2025 + 3 Risks to Watch Out For

In addition to requiring a skilled workforce, employers must also invest in programs, systems, and infrastructure (among other things) to ensure that they can operate effectively. As a result, many employers strategically dedicate their resources to a handful of core areas that are necessary to keep their business running but may not help them achieve their biggest goals. Generative AI, such as ChatGPT and DALL-E, allows workers and employers to quickly create simple text, code, and visuals via simple prompts. In turn, this allows organizations to quickly generate simple writing, code, and designs while their employees work on more complex assignments requiring greater creativity and insight. In this article, you’ll learn what AI is, explore its potential benefits, and consider some of its possible downsides. Fonzi’s hiring solutions flexibly serve startups and established enterprises alike, delivering a recruitment process that is fast, consistent, and scalable.

Top 11 Benefits of Artificial Intelligence in 2025



Many of our days are filled with repetitive—and often mundane—tasks that must be completed to keep things running smoothly. Maintaining human oversight in AI systems is essential to properly address ethical considerations in society. Human intervention adds context and ethical judgment to AI decision-making, ensuring AI aligns with societal values. Businesses adopting AI often achieve higher productivity than those without, driving enhanced operational efficiency.

MIT researchers develop an efficient way to train more reliable AI agents Massachusetts Institute of Technology

Research by Traverso and his colleagues has shown that these polymers can effectively deliver nucleic acids on their own, so they wanted to explore whether adding them to LNPs could improve LNP performance. The MIT team created a set of about 300 LNPs that also include these polymers, which they used to train the model. The resulting model could then predict additional formulations with PBAEs that would work better. Using artificial intelligence, MIT researchers have come up with a new way to design nanoparticles that can more efficiently deliver RNA vaccines and other types of RNA therapies. SQL, which stands for structured query language, is a programming language for storing and manipulating information in a database. In SQL, people can ask questions about data using keywords, such as by summing, filtering, or grouping database records.

2025 Best Free AI Tools Tested by Real Users​

Each tool has been personally tested to ensure it provides real value without any upfront costs. Many of which offer ongoing free trials allowing you to test out the features and benefits of these AI tools before you part with your hard earned cash. Pika Labs transforms text prompts into short video clips.

Detect objects and actions in stored and streaming video



Agent.ai works as an intelligent, autonomous digital worker that boosts customer service operations. Your business can expand globally with Hootsuite’s chatbot’s multilingual capabilities. It detects and responds in your customer’s language automatically [11]. Your data stays protected through extensive security measures. The system undergoes over 1,000 hours of testing and operates within a strict security framework [11].

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