8 Open Source AI Projects Worth Contributing To




How to Use AI in Marketing: Best Practices & Examples 2025

Though generative AI tools like ChatGPT and copyright make the content generation task pretty fast, they are not ready to publish. An experienced marketer who knows the industry is required to go through the content and fact-check it. Understanding and mapping the customer journey is crucial for delivering positive experiences. AI-powered tools help you track interactions across various touchpoints and orchestrate personalized pathways for each customer. Highly regarded for its precision and comprehensive analytics, FullStory is a go-to solution for those committed to enhancing digital engagement and driving measurable improvements in user experience. Its intuitive interface offers customizable branding options and easy scene adjustments, ensuring that each video aligns with your company’s aesthetic.

My Current Toolstack [affiliate links]



Ask Otter AI Chat to put together a marketing plan based on all your team calls. With those actionable insights and recommendations, you can refine your messaging and make decisions that drive engagement and conversions. By analyzing historical data, AI tools can predict future trends and behaviors, allowing you to be proactive with your marketing campaigns. It helps businesses make smarter decisions, automates routine tasks, and creates personalized experiences that truly connect with customers.

What is Artificial Intelligence? Understanding AI and Its Impact on Our Future

This ability to generalize what they've learned to solve many different problems has led some to speculate LLMs could be a step toward AGI, including DeepMind scientists in a paper published last year. AGI refers to a hypothetical future AI capable of mastering any cognitive task a human can, reasoning abstractly about problems, and adapting to new situations without specific training. Artificial intelligence (AI) refers to any technology exhibiting some facets of human intelligence, and it has been a prominent field in computer science for decades.

Machine Learning (ML)



The bottom-up approach, on the other hand, involves creating artificial neural networks in imitation of the brain’s structure—whence the connectionist label. The last major training approach is "reinforcement learning," which lets an AI learn by trial and error. The most common approach is called "supervised learning," and involves humans assigning labels to each piece of data to guide the pattern-learning process. Machine learning has found applications in many fields beyond gaming and image classification.

35+ Best AI Tools: Lists by Category 2025

TradingView is another popular platform among both novice and experienced traders. It offers multiple tools and features to assist traders in analyzing, executing, and managing their trading strategies. Stock Hero uses advanced AI technology to help traders make informed investment decisions and optimize their strategies.

Machine Learning

During inference, an AI model goes to work on real-time data, comparing the user’s query with information processed during training and stored in its weights, or parameters. The response that the model comes back with depends on the task, whether that’s identifying spam, converting speech to text, or distilling a long document into key takeaways. Over the last decade, we’ve seen an explosion of applications for artificial intelligence. In that time, we’ve seen AI go from a purely academic endeavor to a force powering actions across myriad industries and affecting the lives of millions each day. These chips were conceived and designed by IBM researchers in the Tokyo, Zurich, Yorktown Heights, New York, and Almaden, California labs, and built by an external fabrication company. The phase change memory and metal levels were processed and validated at IBM Research’s lab in the Albany Nanotech Complex.

Testing analog AI hardware



The team is also looking to see how foundation models could be implemented on their chips. The design that the team at IBM Research have created can encode 35 million phase-change memory devices per chip; in other words, models with up to 17 million parameters. While this isn’t yet at a size comparable to today’s cutting-edge generative AI models, combining several of these chips together has allowed it to tackle experiments on real AI use cases as effectively as digital chips could.

How to inform the link of a scheduled online meeting in formal emails? English Language Learners Stack Exchange

The present perfect is used to indicate a link between the present and the past. The time of the action is before now but not specified, and we are often more interested in the result than in the action itself. The above statement refers to the person attending a meeting in the same premises (i.e. on site). If you were being really pernickety you might say that 'from' is not correct because the laptop was purchased from the seller not from the store. Typically, face-to-face classes is the term used for these classes.

12 Best AI Tools for Small Businesses & Startups Free & Paid

These AI-driven assistants can handle customer inquiries, resolve issues, and automate workflows, significantly reducing operational costs. FlexClip AI Video Editor is incredibly user-friendly, making it a great choice for those with little to no video editing experience. Its AI-powered features make the editing process faster and more efficient. The cloud-based nature of the tool is advantageous, as it allows for seamless access and collaboration on projects from any location, whether in the office or on the move. Additionally, the extensive range of templates facilitates the efficient creation of professional-quality content, thereby saving time while upholding high standards.

How To Leverage Generative AI For Small Business Growth



Second, personalize your outreach messages so they don’t feel like just another annoying LinkedIn pitch slap or cold outreach email. Regarding sales, prospect outreach is a widespread use case, with 86% of sales pros finding generative AI an effective means to craft prospecting messages. A further 72% say AI helps them to build rapport with prospects much quicker. It’s there to make your life easier and help your business grow without losing the personal touch that makes your company unique. If you’re feeling a bit nervous about diving into AI, don’t worry, you’re not the only one. A lot of SMB owners hesitate because they think it’s too complicated, too expensive, or intimidating.

ChatGPT Wikipedia

ChatGPT Canvas is an interactive feature that allows you to visually organize and brainstorm ideas within the ChatGPT text interface. It provides tools for editing, organizing, and better visualizing content. OpenAI offers a free version of ChatGPT as well as paid plans with extra features for those who want to do more with it. In this guide, I'll show you how to get started and make the most of ChatGPT for whatever you need. Despite these clear advances compared to prior models, GPT-5 is still susceptible to the same problems that plagued its predecessors.

Provide feedback



The ban was lifted a month later after OpenAI made changes to comply with EU data protection regulations. ChatGPT can also get more info be used to impersonate a person by training it to copy someone's writing and language style. The chatbot could then impersonate a trusted person to collect sensitive information or spread disinformation. While ChatGPT is the most popular AI chatbot today, others you may hear about include Google copyright, Perplexity, and Anthropic's Claude. They're all trained on vast quantities of data, which "teaches" them how to interact with humans in a convincing way, as if they are humans.

AI vs Machine Learning 2025: Key Differences

These advancements will expand AI and machine learning and drive innovation across industries. The flexibility of AI and ML allows them to excel in both emerging and established sectors. In renewable energy, they optimize resources and forecast energy demands. Retail and finance, established industries, benefit from better customer experiences and predictive analytics. Enabling self-driving cars, drones, and robots to perceive and interact with their environment, making autonomous decisions based on ML algorithms.

Real-world gen AI use cases from the world's leading organizations Google Cloud Blog

The solution, called Cryptoserver, ensured the privacy and security of customer data, leading to increased customer acceptance of smart meters. The project was successful and resulted in the widespread adoption of smart meters in the Netherlands. Howdoo, a decentralized social media platform, partnered with Shufti Pro to integrate KYC services into its portal. Shufti Pro's ID verification services seamlessly integrated with Howdoo on various platforms and languages, allowing for a user-friendly and trustworthy social networking experience. The collaboration aims to establish an authentic community based on ownership and trust.

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

“We were generating things way before the last decade, but the major distinction here is in terms of the complexity of objects we can generate and the scale at which we can train these models,” he explains. Buehler used this new method to analyze a collection of 1,000 scientific papers about biological materials and turned them into a knowledge map in the form of a graph. The graph revealed how different pieces of information are connected and was able to find groups of related ideas and key points that link many concepts together. A typical LNP consists of four components — a cholesterol, a helper lipid, an ionizable lipid, and a lipid that is attached to polyethylene glycol (PEG). Different variants of each of these components can be swapped in to create a huge number of possible combinations.

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

As such, scientists and researchers are racing to find ways to mitigate its effects, and machine learning – the bedrock of AI – can help with that. This all culminated with the so-called “AI boom” that became most prominent in 2022, as large language models and AI chatbots, like ChatGPT, were released for public usage. Since then, AI has taken off, with many businesses embracing the tech in exciting, innovative ways. This guide explores just some of the many benefits of artificial intelligence. If you work (or play) in a creative environment and use software applications like Adobe After Effects or Premiere Pro, you may have used AI there. The company has added AI capabilities to help creators during the editing process, specifically for video creators.

Artificial Intelligence Brings About Automation



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.

Artificial intelligence Massachusetts Institute of Technology

NovelAI is a powerful AI writing tool that helps you generate story ideas and develop plots in a variety of genres, including horror, history, and fantasy. Quillbot is an AI writing software tool that promises to improve your writing. It uses artificial intelligence to provide feedback and suggestions on how to improve your writing. It offers features like story outline generation, AI-assisted editing, and project management to streamline your writing process. For writers who want full creative freedom, NovelCrafter is an AI-powered writing tool that tracks details across multiple books, keeps your world-building organized, and lets you customize your AI experience.

AI Landing Page Generator



Their goal is to eventually develop a ChatGPT-like AI expert one could talk to about any database, which grounds its answers using GenSQL queries. Next, the researchers want to apply GenSQL more broadly to conduct largescale modeling of human populations. With GenSQL, they can generate synthetic data to draw inferences about things like health and salary while controlling what information is used in the analysis. For instance, a query in GenSQL might be something like, “How likely is it that a developer from Seattle knows the programming language Rust?

100+ Best Free AI Tools You Need in 2025 and Beyond

You can also adjust your post’s tone from casual to formal right in the post composer. Buffer now gives unlimited free access to its AI Assistant with any free account. Indeed, the platform’s AI writer supports over 80 content types, from blog posts to social media captions, all accessible through an intuitive interface. Primarily, Rytr excels at short-form content like social media posts, product descriptions, and email copy.

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