Chat with your PDF is the standard RAG 101 example.
In this hack, we demonstrate an example of Chat with your code base. 
Problem:

Imagine you are trying to contribute to a new code base (a github repository) for a beginner task.
Knowing which file to change, where to make the change can be time consuming.
This is NOT about CODE COMPLETION. 

This a semantic code search application deployable locally and works from a terminal.
Business impact:
Developers would have enhanced productivity and be willing to buy this RAG application
Code completion tools do not tell where to make the changes on an existing code base.


Advanced RAG Hackathon

There are lots of chat with your PDF examples. There are not enough chat-with-your-code examples

llama buddy

LlamaIndex

Traditional Diagnostic Challenges 💼
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.

Introducing DeepSymp+ 🚀
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.

Building the Framework 🛠️
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.

Overcoming Challenges 🏋️‍♂️
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.

Proud Accomplishments 🏅
We take pride in developing a diagnostic AI that substantiates its evaluations with medical evidence from textbooks and research papers, contributing to healthcare improvement.

Future Prospects for DeepSymp+: Evidence-Based Diagnostic AI 🔮
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.

Average Fun Enjoyer

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

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

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.

DEEPSYMP - Evidence-Based Diagnostic AI

Fronto is a revolutionary AI-powered website builder designed to simplify the website creation process for individuals and businesses. With innovative features like "ScreenShot to code" and "Image Link to code," Fronto eliminates the need for manual coding and design, allowing users to create professional websites quickly and easily. Leveraging advanced AI assistants like GPT-4 and GPT-4 Vision and another models, Fronto automates the entire process, from design inspiration to functional code generation. Trulens provides feedback and evaluates the performance of our OpenAI assistants, ensuring the effectiveness and reliability of Fronto's AI-powered features. Whether you're a novice or an experienced developer, Fronto empowers you to bring your website ideas to life effortlessly.

Fronto: AI-powered website builder with features like 'ScreenShot to code' & 'Image Link to code', enabling quick, easy website creation.

AEye

Explore the groundbreaking GPT-4 Vision, empowering AI to understand and process images, revolutionizing capabilities across diverse domains.

GPT-4 Vision

Explore image generation capabilities with the cutting-edge DALL·E API.

DALL·E Image Generation API

Clarifai's groundbreaking technology aims to bring The World’s AI to developers and data scientists around the globe.

Clarifai

GPT-4 is OpenAI's 4th generation Generative Pre-trained Transformer. It is a multimodal large language model that uses deep learning to produce human-like text, accepting image and text inputs. GPT-4 is OpenAI's most advanced system, producing safer and more useful responses

GPT-4

Fronto

InheriBot is an innovative web application designed to simplify the complex and often confusing inheritance laws within Islamic jurisprudence. Built using vectara, llamaindex, and tonic.ai, InheriBot leverages state of the art technology to provide users with easy access to comprehensive information about inheritance in Islamic law.

Islamic inheritance laws are deeply rooted in tradition and can be challenging to navigate, especially for those unfamiliar with legal terminology and interpretations. InheriBot addresses this challenge by offering a user-friendly interface that allows users to search for specific queries related to inheritance, such as distribution of assets among family members, calculation of shares, and understanding of key terms and concepts.

An Islamic Inheritance Bot simplifying complex inheritance laws, ensuring fair and accurate distribution. InheriBot is a RAG based web application that allows users to search for information about inheritance in Islamic law and provides responses.



Stella

RAG-as-a-service API-driven generative AI platform.

Vectara

Automating data synthesis, advancing data privacy

Tonic.ai

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

InheriBot

SUMMARY :: Imagine having a friendly and knowledgeable partner who can answer your questions in a conversational way, tailoring responses based on your specific interests and needs only - SYSTEMiX is your partner - a personal assistant for all things about systems innovation. 
Engage with complex topics through a user-friendly chatbot interface, drawing from the vast knowledge of the Vectara AI database.
This responsive chatbot sparks short conversations on Systems Thinking, Systems Theory, Systemic Design, and Systems Innovation based on your specific data. Utilizing AI Retrieval Augmented Generation (RAG) technology, this app indexes and queries information from an uploaded corpus in the Vectara database. 


SUMMARY :: Imagine having a friendly an.d knowledgeable partner who can answer your questions in a conversational way, tailoring responses based on your specific interests and needs only - SYSTEMiX is your partner

AIR Rider

Unstructured IO

Discover the power of Together AI and empower AI innovation together!

Together AI

SYSTEMiX ChatBot 

Introducing a cutting-edge personal assistant designed to revolutionize the support and care for individuals living with diabetes. Leveraging state-of-the-art research and advanced technologies, this personal assistant is poised to enhance the quality of life for diabetic patients by providing accurate, relevant, and personalized information while minimizing the risks of misinformation.

A personal assistant updated with state-of-the-art research surrounding Diabetes, to enhance Diabetic patients' quality of life by summarizing important information while minimizing misinformation. RAG chatbot combining semantic search with vector database, keyword databases, and summary index.

RAG powered chatbot to enhance a Diabetes patient's life.

SpaceCats

Empowering AI enthusiasts with cutting-edge Mistral AI models.

Mistral AI

Chroma is an AI-native open-source embedding database. The fastest way to build Python or JavaScript LLM apps with memory

llama buddy

DEEPSYMP - Evidence-Based Diagnostic AI

Fronto

InheriBot

SYSTEMiX ChatBot

Snowflake

DEEPSYMP - Evidence-Based Diagnostic AI

Fronto

InheriBot

SYSTEMiX ChatBot

Snowflake