CoBoTian is a prototype that leverages Microsoft's Phi-2 model to generates jokes with funny punchline based on user provided phrases. 
Main goal is to provide happiness and laughter which can greatly impact a person's mental health and well-being.  

It is just a small fun project created to study and test the model's performance based on the peer review. Its erratic outcomes are best suitable for this kind of task but still needs to be careful on its toxic nature.















































































































































Phi-2 Technology: 24 Hours Challenge

CoBoTian is a prototype that leverages Microsoft's Phi-2 model to generate funny jokes on user provided phrases.

KISS

Text Generation Web UI

CoboTian

CyberGuardian autonomously collects and delivers the latest information from diverse news sources. We use the Trulens for evaluating and tracking our model responses. It provides programmatic methods for generating different metrics(answer relevance, groundedness, context relevance) on an application run. We have built a scheduler that runs on specific intervals. It fetches real-time news, articles, and blogs regarding to cyber security domain. We store this real-time data in the Mongo DB as vectors. When the user hits a query, our app fetches relevant vectors related to questions and passes them to the LLM model. Then trulens run after that and provides different metrics including costing, no token use with his request, answer relevance, groundedness, and context relevance.



A cyber news chat bot that provide real-time updates in domain of cyber security.

Crestians AI

Empower your AI projects with TruLens, a suite of tools for developing and evaluating large language models.

TruLens

Enabling trust in AI models with TruEra's quality solutions.

TruEra

A powerful and flexible document-based NoSQL database that has gained popularity among developers.

MongoDB

ChatGPT is a large language model trained by OpenAI to generate human-like text in a conversational style. It is a variant of the GPT-3 model, which was specifically designed to be used to generate text in response to user input. The ChatGPT model has been trained on a vast amount of text data, including conversations and other types of human-generated text, which allows it to generate text that is similar in style and content to human conversation. ChatGPT can be used to generate responses to questions, code, make suggestions, or provide information in a conversational manner, and it is able to do so in a way that is often indistinguishable from human-generated text. The initial model has been trained using Reinforcement Learning from Human Feedback (RLHF), using methods similar to InstructGPT, but with slight differences in the data collection setup. The model is trained using supervised fine-tuning, where human AI trainers provided conversations in which they played both sides—the user and an AI assistant. The trainers would have had access to model-written suggestions to help them compose their responses.

ChatGPT

OpenAI is an AI research and deployment company

OpenAI

LlamaIndex connects data sources to large language models, providing tools to ingest, index, and query data for building powerful AI apps augmented by your knowledge.

LlamaIndex

CyberGuardian

YouTurbio allows you to analyze videos with Video Citations, and evaluate different tasks and metrics:

We use LlamaIndex + GPT-4 for chunks classification leveraging function calling
MongoDB as vector Database
Cohere as QA LLM 

This tool helps you understanding the mood of a video, and directly linking to the information source.

You can use any topic categories you want, and then ask questions about the video content, or the classified topics.

After you finish, you can take a look at the TruLens evaluation, to make adjustments and improve the quality of your system!.

TruLens Leaderboard:

QA: Evaluates Cohere's performance answering questions
Classify: Evaluates GPT's performance classifying video transcript chunks

YouTurbio allows you to analyze videos with Video Citations, and evaluate different tasks and metrics

Kibernum USA

One of the best AI labs in the world. By using the Cohere platform we are able to use one of the best and most powerful language models for our own! There are many tutorials, including our own one, that show how to use Cohere.

Cohere

Cohere is a Canadian startup that provides natural language processing models that help companies improve human-machine interactions

YouTurbio - Video analysis and Evaluation

* Business Value and Market Impact
- AI Story Maker opens new opportunities in the growing digital book publishing industry, estimated at $22 billion.
- Authors often struggle with the time-consuming process of Amazon KDP niche research, content creation, and optimization for Amazon KDP. 
- "AI Story Maker" addresses the growing demand for automated solutions in content creation, particularly in the competitive book publishing industry. By reducing the time and expertise required to research, write, and optimize books for Amazon KDP, this platform enables authors and publishers to focus more on creative expression and marketing, rather than the nuances of niche research and initial content drafting. 

* Technology Stack and Implementation
Our MVP for AI Story Maker harnesses the full capabilities of our sponsor's technology stack, ensuring an advanced, reliable, and insightful platform. Here’s how we’re utilizing MongoDB, TruLens, and Llama-Index in developing our project:

- MongoDB Atlas: Hosting and querying a dataset of Amazon book keywords and KDP guidelines for optimized content creation.
- TruLens: Evaluating the dataset quality on groundedness and relevance, ensuring high-standard content output.
- Llama-Index: Enabling real-time data querying for dynamic content generation based on user inputs.

* How it Works: From Idea to Finished Book
- Users start by entering parameters like story idea, size, character details, and genre into our user-friendly interface.
- AI Story Maker generates a detailed book proposal, including optimized title, description, and keywords, as well as a chapter outline.
- After reviewing the proposal, if the user approves, our AI then proceeds to write full chapters. These chapters are formatted in markdown and can be downloaded directly for review or publishing.

AI-driven platform for Amazon KDP that automates niche research and book content creation with human co-creation.

Krebit Team

GPT-3.5 stands for Generative Pre-trained Transformer and is fine-tuned version of GPT-3. It is an autoregressive language model that uses deep learning to produce human-like text. There are many models in GPT-3.5 family as gpt-3.5-turbo or gpt-3.5-turbo.

GPT-3.5

AI Story Maker - Book Creator Assistant

Support Sage transforms the landscape of customer support by harnessing the power of Artificial Intelligence (AI) to deliver personalized and efficient email assistance. Support Sage quickly identifies the sentiment of incoming customer emails, Based on this analysis, it generates personalized response suggestions, offering key points or draft content tailored to address each customer's needs effectively. Moreover, Support Sage seamlessly integrates with Retrieval Augmented Generation (RAG) models, enabling CSRs to access relevant knowledge base articles directly within the email interface. This integration ensures that CSRs have access to up-to-date and accurate information to provide comprehensive support solutions to customers.

Support Sage's innovative approach to customer support combines cutting-edge AI technology with intuitive user interfaces to empower CSRs to deliver exceptional customer experiences. By streamlining email communication processes and providing intelligent response suggestions, Support Sage enables CSRs to efficiently address customer inquiries, resolve issues promptly, and enhance overall customer satisfaction.

Support Sage revolutionizes customer support by integrating AI technology to personalize email responses and enhance interactions. It provides personalized response suggestions and integrates with knowledge-based
 articles for comprehensive support.

The Caffeinated Devs

Rerank offers a powerful solution for improving search quality without the need for an extensive overhaul or system replacement.

Cohere Rerank

Vercel is a platform designed for developers, providing speed, reliability, and scalability to create and deploy web applications. With built-in CI/CD, zero configuration, and deep integrations with popular Git providers such as GitHub, GitLab, and Bitbucket, Vercel streamlines the development process, making it easy for teams to collaborate and iterate on their projects.

Vercel

Support Sage

💼In the realm of traditional diagnostics, several challenges loom large. Patients often struggle to assess symptoms accurately, leading to worsened illnesses. Healthcare accessibility remains limited, with barriers such as time and finances preventing many from seeking necessary care. The imbalanced workforce places undue pressure on doctors, potentially compromising patient care.🚀Enter DeepSymp+: An evidence-based 
 diagnostic AI poised to revolutionize healthcare. This platform offers precise symptom evaluation, benefiting both patients and providers, and fostering a more efficient healthcare system.🛠️ We constructed DeepSymp+ using a combination of technologies, including Streamlit, LlamaIndex, MongoDB, ChatGPT, and Trulens. Leveraging OpenAI's LLM, we equipped our AI with the ability to provide medical advice based on a vast database of knowledge. Each component underwent rigorous testing and optimization using Trulens evaluation functions.🏋️‍♂️Initially, our AI faced three primary challenges: Accuracy, Context Faithfulness, and Cost Efficiency. Through diligent testing and optimization, such as enriching our medical knowledge database and optimizing our pipeline with Trulens, we successfully overcame these hurdles.🏅We take pride in developing a diagnostic AI that substantiates its evaluations with medical evidence from textbooks and research papers, contributing to healthcare improvement.🔮Our journey doesn't end here. We'll continue innovating and iterating upon DeepSymp+. Our plans include building a web application, ensuring model accuracy and safety through thorough testing, and ultimately launching the project. We remain committed to refining and enhancing our groundbreaking diagnostic AI.

Introducing DeepSymp+: A symptom assessment AI revolutionizing healthcare. DeepSymp+ analyzes symptoms, offering precise preliminary diagnoses and streamlining medical processes.

CoboTian

CyberGuardian

YouTurbio - Video analysis and Evaluation

AI Story Maker - Book Creator Assistant

Support Sage

DEEPSYMP - Evidence-Based Diagnostic AI

CyberGuardian

YouTurbio - Video analysis and Evaluation

AI Story Maker - Book Creator Assistant

Support Sage

DEEPSYMP - Evidence-Based Diagnostic AI