Author: Om Kamath

Is it really better than ChatGPT?

After announcing a temporary ban on ChatGPT following its launch, StackOverflow has now decided to jump on the GenAI bandwagon with their latest offering, OverflowAI. OverflowAI is not a single product but a collection of multiple GenAI products under one umbrella term. Let’s see if OverflowAI is really a ChatGPT replacement for programmers.

What’s so special about OverflowAI?

Search

To improve and save time in searching for solutions to questions, OverflowAI will aggregate knowledge from various sources to stitch a step-wise solution catered to solving your specific problem. All the resources used to generate the response will be cited with references so that you can validate the answers yourself, and credits will be given to the contributors of the solution.

Follow-up questions can be asked in a chat-like format. This will maintain the context of the original question and add more information onto it, allowing you to spend less time on structuring the question and ask a series of questions that are linked to one another.

Draft

“AI isn’t replacing humans anytime soon, but it can help you draft a question to post to our community” – Prashanth Chandrasekar, CEO @ StackOverflow

There have been instances where most questions are not solved or ignored, purely due to the lack of structure or redundancy of information within the question. OverflowAI can help you draft better questions that can be posted on the StackOverflow community, which can then be answered by domain experts.

The same feature is used when OverflowAI is unable to answer a particular question. Instead of hallucinating answers, it will simply prompt the user to redirect the question to the community and also provide the user with a well-drafted question.

Summarize

If you are a developer, you definitely know the pain behind reading and skimming through multiple responses and documentation to find a solution to one simple problem. OverflowAI, with its GenAI solution, summarizes multiple responses and discards redundant or less useful responses to provide you with a clean and well-structured summary of the solution to your problem.

These attributed and trusted answers can be refined based on coding ability, length, and other knowledge bases such as GitHub. With StackOverflow for Teams, you can also refer to solutions provided by colleagues from your enterprise by training OverflowAI on your repos.

Plugins

“One of the challenges we hear from developers is minimizing disruption and context switching while coding” – Prashanth Chandrasekar, CEO @ StackOverflow

The plugin for Visual Studio Code is designed to act like a pair-programmer, helping you improve your programming efficiency by providing you with validated and attributed content from public and private StackOverflow teams. This extension imports verified content from your private Stack Overflow for Teams instance and the public platform to give your developers a personalized summary of how to solve their issues quickly and effectively, allowing them to delve deeper where necessary and then document new insights and solutions.

Slack Integration

Since most companies rely on Slack as their primary medium of communication now, the Slack Integration for StackOverflow will make information accessible to everyone easily, and solutions can be found collaboratively on channels. All teams can interact with the resources and knowledge base without any human assistance.

How is it different from ChatGPT?

With the myriad of LLMs currently out there, not all of them can stand out based on their LLM capabilities. ChatGPT is a tool that is created to showcase the power of GPT models in everyday usage. Tools like OverflowAI are specialized to be used for specific use-cases, in this case, software development and maintainability. Yes, you can use ChatGPT to get most of your work done, but specialized tools help in reducing your workload by making the entire process a lot more seamless and robust.

If you are looking for a tool like OverflowAI but for your business and be trained on your business documentation, let us introduce you to Cody. Much like OverflowAI, Cody can be trained on your business data, team processes, and clients, using your unique knowledge base.

With Cody, businesses can harness the power of AI to create a personalized and intelligent assistant that caters specifically to their needs, making it a promising addition to the world of AI-driven business solutions.

To try OverflowAI, you will need to register on StackOverflow Labs as it is still in the experimental phase.

Is the newest LLM in town worth the hype?

A couple of days ago, Meta released its latest version of LLM called Llama 2 in collaboration with Microsoft. If you have been following the LLM hype, you might have already heard about it or even read about its new features. To simplify things, we will list down four reasons why Llama 2 is generating so much hype and how it compares with some of the best LLMs.

Free for Research and Commercial Use

One significant reason that has caught people’s interest in Llama 2 is that Meta made the entire model free for almost everyone, except for some big enterprises that may have certain conditions. This move opens up exciting opportunities for individuals thinking of starting their own businesses or venturing into the world of Generative AI. Now is the perfect time to dive into the waters of AI, especially with a language model of this caliber being freely accessible. While there were already multiple open-source models available, none of them came from a company of Meta’s stature and could serve as direct competitors to GPT.

“There have been public releases of pretrained LLMs (such as BLOOM (Scao et al., 2022), LLaMa-1 (Touvron et al., 2023), and Falcon (Penedo et al., 2023)) that match the performance of closed pretrained competitors like GPT-3 (Brown et al., 2020) and Chinchilla (Hoffmann et al., 2022), but none of these models are suitable substitutes for closed “product” LLMs, such as ChatGPT, BARD, and Claude.” — Meta Research Paper

Safety

Based on the reports published in the Meta research paper, Llama 2 has demonstrated superior performance compared to other open-source models in the helpfulness and safety benchmark. It has even outperformed ChatGPT (7b, 13b, 70b models) in these aspects. However, it is important to note that the research paper acknowledges the possibility of biased data favoring Llama 2, which should be taken into consideration while interpreting the results. Nevertheless, even if Llama 2 comes close to the ChatGPT benchmark, it deserves commendation.

One of the most significant factors contributing to the safety of Llama 2 is its data privacy. Unlike some models, Llama 2 does not require sending your data to an external server, such as OpenAI, to fetch responses. This unique attribute makes the model particularly valuable for critical and sensitive use-cases, as it helps safeguard users’ data and maintain their privacy. Users can run the model on private servers with their data being contained within their infrastructure.

Open Source

The most popular LLMs currently in use operate as black boxes, with users having limited insight into their functioning. In contrast, open-source models provide a transparent approach, allowing users to understand their inner workings. This transparency instills confidence and assurance when using such models, despite the challenges they may face, such as generating spam or disinformation.

Additionally, the open-source nature of these models encourages collaborative efforts, leading to continuous improvement and development in the field of LLMs. As a result, open-source models play a crucial role in driving advancements in the world of language models.

“And we believe it’s safer. Opening access to today’s AI models means a generation of developers and researchers can stress test them, identifying and solving problems fast, as a community. By seeing how these tools are used by others, our own teams can learn from them, improve those tools, and fix vulnerabilities.” — Meta Website

Although Llama 2 is openly licensed, Meta has still not disclosed the data it has been trained on, which still sticks out in terms of data privacy of Meta users. Meta says it “made an effort to remove data from certain sites known to contain a high volume of personal information about private individuals” in the Llama 2 research paper, but it did not list what those sites are.

Performance

Llama 2 is available in four different weights: 7B, 13B, 34B, and 70B. The weight represents the number of parameters the model is trained on. Generally, larger parameter sizes result in more accurate and reliable responses, but they also require greater computational resources. To improve the human-like characteristics of the model, Llama 2 undergoes fine-tuning using instruction-tuning and the RLHF (Reinforcement Learning with Human Feedback) method which is also used by GPT.

While the 70B parameter size is substantial, it still falls short compared to GPT-3.5, which has 175B parameter-size. As a result, Llama 2’s performance may not match that of GPT-3.5, but benchmark tests indicate a close competition even with its smaller parameter size. Despite this difference, Llama 2 outperforms all existing open-source models currently available.

“RLHF is a model training procedure that is applied to a fine-tuned language model to further align model behavior with human preferences and instruction following. We collect data that represents empirically sampled human preferences, whereby human annotators select which of two model outputs they prefer. This human feedback is subsequently used to train a reward model, which learns patterns in the preferences of the human annotators and can then automate preference decisions.” — Meta Research Paper

Conclusion

There is indeed a multitude of open-source models emerging, and with the release of Llama 2, the possibilities seem limitless. While it may take some time for these open-source models to directly compete with something as advanced as GPT-4, the excitement lies in getting a model that comes close to the capabilities of GPT-3.5. This progress in itself is truly remarkable.

Looking ahead, as LLM training becomes more efficient, the potential for having a personalized ChatGPT, fine-tuned with your data on your local device, becomes a tantalizing prospect. One platform that offers such capabilities is Cody, an intelligent AI assistant tailored to support businesses in various aspects. Much like ChatGPT, Cody can be trained on your business data, team, processes, and clients, using your unique knowledge base.

With Cody, businesses can harness the power of AI to create a personalized and intelligent assistant that caters specifically to their needs, making it a promising addition to the world of AI-driven business solutions.

Click here to read the Meta Research Paper on Llama 2. Try Llama 2 here.

Artificial intelligence (AI) tools have become increasingly popular in improving productivity by automating tasks, reducing human error, and saving time and resources. These tools leverage AI algorithms to assist with various aspects of work, from generating content to automating processes. In this article, we will explore the top 10 AI tools that can significantly enhance your productivity.

Flowrite

Flowrite is a tool for automating email communications powered by AI technology. Users are able to provide some brief written instructions about the contents and objective of the message, and Flowrite will automatically create a professional email in a matter of seconds

Features of Flowrite:

1. AI Email Assistant: Flowrite is an AI email assistant that focuses on helping you reduce writing time and create better emails.
2. Chrome Extension: Flowrite is a Chrome extension that attaches an AI writer next to your inbox for convenient use.
3. Ready-to-Send Emails: Flowrite turns short instructions into ready-to-send emails, making it easier to compose professional emails quickly.
4. Templates and Inspiration: Flowrite provides email templates and inspiration to help users write formal emails with confidence.
5. Affordable Pricing: Flowrite offers a 30-day free plan and affordable pricing options for continued use.

Beautiful.ai

Beautiful.ai is a web-based presentation tool that uses artificial intelligence to design professional and engaging slideshows in minutes.

Features of Beautiful.ai:

1. AI-Powered Design: Beautiful.ai uses AI algorithms to automatically adjust the layout, colors, fonts, and animations of your slides to make them look beautiful. This feature can save time and effort for students who need to create visually appealing presentations quickly.
2. Smart Slide Templates: Beautiful.ai offers a range of customizable slide templates that can be adapted to different presentation needs. These templates are designed to be flexible and versatile, allowing users to add or remove elements as needed.
3. DesignerBot: DesignerBot is an AI-powered tool that can assist users in designing slides, brainstorming ideas, and generating text. It can help students overcome writer’s block, generate creative ideas, and improve the overall quality of their presentations.
4. Collaboration and Sharing: Beautiful.ai allows users to collaborate on presentations with peers or colleagues in real-time. It also offers sharing options that allow users to share their presentations via email, social media, or embed codes.
5. Education Plan: Beautiful.ai offers a free annual Pro subscription for students who verify their .edu account. This plan provides access to all the features of Beautiful.ai, including AI-powered design, Smart Slide templates, and DesignerBot.

HeyGen

Heygen is an AI Video Generator based on the Surreal Engine. It is an innovative video platform that harnesses the power of generative AI to streamline your video creation process. With HeyGen, you can create an AI spokesperson video in minutes for corporate training, online learning, explainer videos, e-commerce campaign and much more!

Features of HeyGen:

1. Languages: 40+ languages in 300+ voices
2. Avatars: 120+ diverse human avatars
3. Templates: 300+ pre-made customizable video templates
4. Assets: Free-royalty music, graphic, and video assets
5. Face Swap: Upload your photo and swap your face onto the AI avatar
6. Talking photo: Upload your photo, type the text, and bring it to life
7. Amazon URL to video: Create a video from Amazon’s url with just one click
8. Captions and translations: Auto captions and auto translations

Notion AI

Notion AI is an AI-powered writing assistant that can help users write, brainstorm, edit, summarize, and more. It is designed to augment users’ thinking and help them save time or spend it more wisely. Notion AI is available to all users and can be prompted using the space bar, highlighting text and selecting “Ask AI”, or via slash commands.

Features of Notion AI:

1. Summarization and Analysis: Notion AI can summarize important and actionable information from messy notes, making it easier for users to grasp the main points and key insights of the material. This feature can be particularly helpful for students who need to review large amounts of information in a short amount of time.
2. Editing and Translation: Notion AI can act as a hawk-eyed editor, catching mistakes in spelling, grammar, or even translation, to help ensure writing is accurate and actionable. This feature can be useful for students who need to improve their writing skills or for professionals who need to communicate effectively with a global audience.
3. Personalization: Notion AI can be customized to meet individual needs and preferences. It can be used to generate personalized improvement plans, respond to questions from students, and offer specific comments. This feature can help students receive personalized feedback and improve their learning outcomes.
4. Integration and Collaboration: Notion AI can be integrated with other tools and platforms, making it easier to streamline workflows and collaborate with peers or colleagues. This can be beneficial for students working on group projects or professionals collaborating on reports or presentations.
5. Writing Assistance: Notion AI offers AI-powered features for text generation, including paraphrasing, summarizing, and prompts. These tools can assist users in improving their writing skills and generating high-quality content.

Fireflies AI

Fireflies.ai is an AI-powered meeting assistant that can help users transcribe, summarize, search, and analyze voice conversations.

Features of Fireflies.ai:

1. Meeting Transcription: Fireflies.ai can automatically record and transcribe meetings across several video-conferencing apps, dialers, and audio files. Users can easily invite Fireflies.ai Notetaker to meetings on their calendar, and Fireflies.ai captures video + audio, and generates transcripts in minutes. Integrates with apps like Google Meet, Zoom, Teams Webex, Ringcentral, Aircall and other platforms.
2. Collaboration and Sharing: Fireflies.ai allows users to collaborate with their co-workers and share important parts of calls into shareable soundbite snippets that they can share straight from their dashboard. Fireflies.ai takes an integration-first approach to all the collaboration platforms out there.
3. Self-Updating Knowledge Base: Fireflies.ai creates a self-updating knowledge base from all voice conversations, and users can easily organize meeting recaps by department and make information quickly discoverable. Users can set custom privacy controls to ensure only the meeting information that they want is visible to appropriate team members.
4. Advanced AI Technology: Fireflies.ai uses advanced AI technology to analyze and understand spoken language patterns and accents and then convert them into text. This feature can be particularly helpful for users who need to transcribe meetings accurately and efficiently.

Perplexity AI

Perplexity AI is an AI-powered conversational search engine that can help users find information on a wide range of topics quickly. It is designed to provide suggestions and sources in response to user queries, and its founders claim that it is more accurate than other similar tools.

Features of Perplexity AI:

1. AI-Powered Search: Perplexity AI uses AI algorithms to provide accurate and relevant search results to users. It can search the web for information on a wide range of topics and provide sources and citations to support the answers it provides.
2. Customizable: Perplexity AI can be customized to meet individual needs and preferences. It can be used to generate personalized improvement plans, respond to questions, and offer specific comments. This feature can help users receive personalized feedback and improve their learning outcomes.
3. Easy to Use: Perplexity AI has an intuitive user interface that can be accessed through its website or mobile app. Users can simply type their question into the search bar and press Enter to get answers.
4. Reliable: Perplexity AI’s answers are always supported by sources and citations, which users can easily click to verify the answers it provides. This feature ensures that users can trust the information they receive from Perplexity AI.

Cody AI

Cody AI is an intelligent AI assistant designed to support businesses in various aspects. It is an intelligent AI assistant designed to support businesses in various aspects. It is like ChatGPT but with the added benefit of being able to train it on your business, your team, your processes, and your clients using your own knowledge base.

Features of Cody AI:

1. Instant Answers To Your Business Questions: Cody analyzes your company’s accumulated documents and acts as an expert on your company processes. It provides quick and accurate answers to your business-related queries, saving you time and effort.
2. Upload Any Data & Build Your Knowledge Base: With Cody, you can securely upload various types of documents such as PowerPoints, PDFs, or crawl an entire website. Cody uses this information to customize its responses and provide intelligent answers based on your database.
3. Building Bots: Cody AI allows you to create powerful and customized AI bots for different use cases. You can follow step-by-step instructions and expert advice to build bots tailored to your specific business needs.
4. API Integration: Cody AI provides an API that allows you to integrate Cody into your applications and services. You can access a list of bots, manage conversations, and send messages using the intuitive API endpoints.

Headshot AI Studio

Headshot AI Studio is an AI-powered platform that generates professional headshots for personal and professional use. The platform uses artificial intelligence to create digital portraits that resemble real photographs. The AI algorithm creates a model that tries to recreate an individual’s face in digital art with photorealistic features. Headshot AI Studio offers a range of styles in their AI-generated headshots, and their goal is to provide a solution that delivers outstanding headshots in a convenient and cost-effective manner, tailored to meet your needs and preferences.

Features of Headshot AI:

1. AI-Generated Professional Headshots: This platform utilizes artificial intelligence to produce realistic digital portraits suitable for both personal and professional use.
2. Diverse Style Options: The AI-powered system offers a wide range of styles for the generated headshots, allowing users to find the perfect match for their preferences.
3. Tailored Convenience and Affordability: The solution provides outstanding headshots that are customized to individual needs and preferences, all while being delivered conveniently and cost-effectively.
4. Studio Photography Expertise: With a strong background in studio photography, the platform understands the specific preferences and expectations of customers when it comes to high-quality headshots.
5. Advanced Editing and Customization: Users have access to advanced editing tools and customization options, enabling them to fine-tune the headshots according to their unique requirements.
6. Specific Attributes Generation: The AI-powered platform can create headshots with specific attributes as needed, ensuring that users get precisely the appearance they desire.

Surfer SEO

Surfer AI is an AI-powered content writing tool that makes creating SEO-friendly content easier and faster. It uses artificial intelligence to perform competitive research, structure your article, and produce it within minutes – all without compromising accuracy or readability.

Features of Sufer SEO:

1. On-page optimization: Surfer SEO analyzes your website and provides you with a list of recommendations to optimize your pages for search engines.
2. Content editor: Surfer SEO’s content editor helps you write optimized content that ranks well in search engine results.
3. Keyword research: Surfer SEO’s keyword research tool helps you find the best keywords to target for your website.
4. SERP analyzer: Surfer SEO’s SERP analyzer tool helps you analyze the top-ranking pages for your target keyword and provides you with insights on how to outrank them.
5. Audit tool: Surfer SEO’s audit tool helps you identify technical issues on your website that may be affecting your search engine rankings.

Phind

Phind is a search engine designed to cater to developers and technical questions. It differs from typical AI assistants as it offers direct and comprehensive answers to user queries. Powered by large AI language models, Phind pulls information from the internet, ensuring its responses are up-to-date and relevant. The search engine intelligently generates answers, including relevant code snippets, by aggregating information from multiple sources. This approach guarantees accuracy and depth in its explanations.

Features of Phind:

1. Customize your Search Results using Filters: You can artificially change how results are ranked by adding domain names and keywords. If you have a rule with the domain “github.com“, phind will apply it to all github.com results.
2. Bang Search Shortcuts: You can easily search on different sites by adding bang shortcuts to your query.
3. Mobile App: Phind offers progressive web app support. You can add phind to your home screen and use it as a native app.
4. Powered by large AI language models: Unlike some other AI assistants, Phind pulls information from the internet and is always up to date. It’s smart enough to generate answers based on information from multiple sources.

How ChatGPT’s Code Interpreter is Taking AI to the Next Level

Just when the buzz around ChatGPT seemed to be simmering down, OpenAI rekindled the excitement by unveiling a revolutionary new feature. This enhancement has added a new dimension to the capabilities of AI, reaffirming the boundless potential of this technology.

Previously, ChatGPT’s abilities were mainly confined to understanding and providing text including code. This capability, while impressive, was limited in its scope. It could help users with code syntax, assist in debugging, and even provide snippets of code to address certain tasks. However, it fell short of executing the code blocks to provide final results. Essentially, it was like a highly intelligent code editor, but not quite a full-fledged programmer.

With the advent of the new feature, the Code Interpreter, ChatGPT is now capable of more than just understanding code. It can comprehend natural language instructions, convert these instructions into code, execute the code, and respond with the final results.

How Code Interpreter is Changing the Game for Programming

OpenAI’s latest addition, the Code Interpreter feature, has recently been introduced to the ChatGPT universe (precisely, within the GPT-4 model). This feature permits live execution of Python code within a sandboxed Python environment. It might seem like a functionality tailor-made for programmers, but in reality, it’s a versatile tool that can assist a broad spectrum of users in accomplishing various tasks.

The Code Interpreter is far more than just an embedded tool in the chat interface for code execution. It stands as a multi-purpose facility, enabling users to test code snippets, debug, and even enrich their journey of learning to code. The execution happens right within the ChatGPT’s sandbox environment. Moreover, the Code Interpreter can be an effective tool for automating tasks and integrating with other APIs.

Arguably, the most prominent advantage of the Code Interpreter feature lies in its potential to enhance productivity and conserve time. Users can rapidly test and debug their code without the hassle of juggling between different software or tools. This becomes particularly beneficial for developers engaged in intricate projects that necessitate frequent testing and iterations. By eradicating the need for tool-switching, the Code Interpreter indeed helps developers to capitalize on their time, thereby boosting their productivity.

From Theory to Practice: The Real-world Applications of Code Interpreter

The Code Interpreter in ChatGPT has several use cases. Here are some examples:

1. Data Analysis: The Code Interpreter revolutionizes data analysis by allowing you to write prompts in plain and simple language. This user-friendly approach makes data analysis an effortless task, even for those without programming expertise. Its versatility stretches from segmenting customers and analyzing stocks and cryptocurrencies, to converting your data into heat maps.
2. Automated Quantitative Analyses: Ingeniously, the Code Interpreter is capable of automating intricate quantitative analyses, merging and cleansing data, and reasoning about data in a human-like fashion. This powerful feature makes it an indispensable tool for task automation and code operations.
3. Chart Generation: The Code Interpreter stands out for its ability to create professional-looking graphs and charts without the need for any programming knowledge. This proves invaluable for visualizing data and presenting it in a succinct and clear manner.
4. Python Libraries: Another remarkable feature of the Code Interpreter is its capability to import and utilize a variety of Python libraries, further enhancing your automation tasks. This provision empowers you to leverage the functionality of popular libraries for data analysis, machine learning, and more.

By incorporating the Code Interpreter in ChatGPT, you’re not only streamlining your automation tasks but also performing data analysis and code execution directly within the ChatGPT interface. It stands tall as a convenient and powerful tool for automating tasks and working with code.

Steps to Enable the Code Interpreter

Let us embark on the exciting journey of unlocking the newest feature of ChatGPT, the Code Interpreter. This groundbreaking innovation is not only revolutionizing the AI landscape but also making it more accessible and easy to use. Here’s a step-by-step guide to enable this fantastic feature.

Step 1: Accessing the Feature

Upgrade to ChatGPT Plus by selecting Upgrade to ChatGPT Plus. Initiating the process is as simple as clicking on the ‘Settings’ option in your ChatGPT interface. Look for the ‘Beta Features’ tab to explore the treasure trove of functionalities offered by ChatGPT.

Step 2: Enabling the Code Interpreter

Within the ‘Beta Features’, you will spot the ‘Code Interpreter’ option. Simply click on the checkbox next to it to enable this feature. Remember, great power comes with great responsibility. Make sure to use it wisely!

Step 3: Confirm and Apply

After enabling the ‘Code Interpreter’, make sure to save your changes. Click on ‘Apply’ to confirm your changes, and voila! You’ve successfully enabled the Code Interpreter, ready to experience the next level of AI.

Using Documents with GPT

Well, what if you don’t want GPT to code for you and instead train it on your data? Meet Cody, your personalized AI that acts as a ChatGPT tailored for your business. Cody is an intelligent AI assistant specifically designed for businesses. It can be trained on your own knowledge base, including your company processes, team information, and client data. Cody can support your team by answering questions, providing creative assistance, troubleshooting issues, and brainstorming ideas. Its capabilities go beyond keyword searches and regurgitated answers, allowing for more personalized and context-aware interactions. Cody can also integrate with your favorite tools and provide instant answers to your business questions by analyzing accumulated documents.

Want to understand more about Cody, or perhaps you need some assistance? We’ve got a variety of resources to help you get the most out of this innovative platform. Join our Discord community to engage with other Cody users and our expert team, or delve deeper into our capabilities on our Blog. And if you need personalized help, our dedicated support team is always ready to assist. Visit our Help Center for FAQs or to submit a support request. Discover more about us, and how Cody is redefining the boundaries of AI, on our Website.