Enterprise Autonomation Agent
Do not wait for accounting, legal or business intelligence reporting with uncertain quality and long review cycles. DataTonic accelerates the slowest part of analysis : data processing and project planning execution.

Main Benefits
DataTonic is unique for many reasons :

local and secure application threads.
compatible with microsoft enterprise environments.
based on a rigorous and reproducible evaluation method.
developper friendly : easily plug in new functionality and integrations.
How we use it : Multi-Consult Technology
You can use datatonic however you want, here's how we're using it :

add case books to your folder for embedding : now DataTonic always presents its results in a case study!
add medical textbooks to your folder for embedding : now DataTonic helps you through med-school !
add entire company business information : Data tonic is now your strategic advisor !
ask data tonic to create targetted sales strategies : now DataTonic is your sales assistant !

Data Tonic is the first multi-nested agent-builder-of-agents!

Data Tonic uses a novel combination of three orchestration libraries.

Each library creates it's own multi-agent environment.
Each of these environments includes a code execution and code generation capability.
Each of these stores data and embeddings on it's own datalake.
Autogen is at the interface with the user and orchestrates the semantic kernel hub as well as using Taskweaver for data processing tasks.
Semantic-kernel is a hub that includes internet browsing capabilities and is specifically designed to use taskweaver for data storage and retrieval and produce fixed intelligence assets also specifically designed for Autogen.
Taskweaver is used as a plugin in semantic kernel for data storage and retrieval and also in autogen, but remains an autonomous task that can execute complex tasks in its multi-environment execution system.

Gemini AI Hackathon

Data Tonic is the first multi-nested agent-builder-of-agents! A Data-Capable AGI-style Agent Builder of Agents , that creates swarms , runs commands and securely processes and creates datasets, databases, visualizations, and analyses.

Team Tonic

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

Explore Gemini, Google DeepMind's most advanced AI model, blending multimodality and high efficiency.

Gemini AI

Discover Alphabet Inc.'s gem: Google LLC! A global multi-tech marvel offering internet-focused services – search engines, online ads, cloud prowess, software savvy, and hardware innovation.

Google

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

Chroma

OpenAI is an AI research and deployment company

OpenAI

Empowering AI enthusiasts with cutting-edge Mistral AI models.

Mistral 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

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

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

GPT-4 Vision

Generative Agents are computational software that simulate human behavior in interactive applications.

Generative Agents

A state-of-the-art multimodal model for language and vision understanding.

LLavA

Empowering developers with a versatile, fast-response multi-modal text and image transformer for digital agents.

Fuyu-8B

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

Data Tonic

In the realm of agriculture, timely and accurate information can be the difference between a bountiful harvest and a failed crop. SPROUT addresses this critical need by offering an innovative platform that combines the power of AI with cutting-edge technologies like NDVI image analysis, multimodal data synthesis, and retrieval-augmented generation (RAG) to deliver real-time insights into crop health and disease diagnostics.

Our target audience includes farmers, agronomists, and agricultural enterprises seeking to leverage technology for enhanced decision-making. By utilizing tools such as Vertex AI for disease classification and vector search, LangChain with LlamaIndex for nuanced query responses, and Multimodal RAG for image analysis, SPROUT offers a comprehensive solution that goes beyond traditional farming applications.

One of SPROUT's unique features is the incorporation of CLIP, Hugging face Embeddings and Fuyu-8b models, which empower the platform with exceptional understanding and analysis of both textual and visual data. Our evaluation with TrueLlama and TrueChain ensures that the responses and solutions provided are not only accurate but also constantly improving.
In an industry where precision and efficiency are paramount, SPROUT stands out by offering a seamless and intuitive interface through Streamlit, ensuring that our sophisticated technology translates into tangible benefits for users across the globe. With SPROUT, farmers can optimize their practices, reduce environmental impact, and secure their crops' health and productivity, ushering in a new era of sustainable and informed agriculture.

TruEra Challenge: Build LLM Applications

Harnessing AI for precision farming, SPROUT provides real-time crop health insights and disease diagnosis through advanced image analysis and data integration. Helping both farmers and those looking to take care of their plants

Four Score

SPROUT

Hackathon Submission: Enhanced Multimodal AI Performance

Project Title: Optimizing Multimodal AI for Real-World Applications

Overview:
Our project focused on optimizing multimodal AI performance using the TruEra Machine Learning Ops platform. We evaluated 18 models across vision, audio, and text domains, employing innovative prompting strategies, performance metrics, and sequential configurations.

Methodology:

Prompting Strategies: Tailored prompts to maximize model response accuracy.
Performance Metrics: Assessed models on accuracy, speed, and error rate.
Sequential Configurations: Tested various model combinations for task-specific effectiveness.
Key Models Evaluated:

Vision: GPT4V, LLava-1.5, Qwen-VL, Clip (Google/Vertex), Fuyu-8B.
Audio: Seamless 1.0 & 2.0, Qwen Audio, Whisper2 & Whisper3, Seamless on device, GoogleAUDIOMODEL.
Text: StableMed, MistralMed, Qwen On Device, GPT, Mistral Endpoint, Intel Neural Chat, BERT (Google/Vertex).
Results:

Top Performers: Qwen-VL in vision, Seamless 2.0 in audio, and MistralMed in text.
Insights: Balance between performance and cost is crucial. Some models like GPT and Intel Neural Chat underperformed or were cost-prohibitive.
Future Directions:

Focus on fine-tuning models like BERT using Vertex.
Develop more connectors for TruLens for diverse endpoints.
Submission Contents:

GitHub Repository: [Link]
Demo: [Link]
Presentation: [Link]
Our submission showcases the potential of multimodal AI evaluation using TruEra / TruLens in enhancing real-world application performance, marking a step forward in human-centered AI solutions.

From the award winning makers of TruEra Enhanced , 

🔬TruEra🧫Applied

This submission is more about the journey than the destination. We took an existing application and asked some tough questions with painless answers from Trulens & made it better.

BERT stands for Bidirectional Encoder Representations from Transformers. You can fine-tune it and get state-of-the-art results in a wide variety of natural language processing tasks

BERT

Empower your AI applications with Zilliz Cloud, a fully-managed Milvus service designed for efficient vector search and manipulation.

Zilliz

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

Vectara

StableCode-Instruct-Alpha-3B is a decoder-only model with 3 billion parameters, fine-tuned for instructions and pre-trained.

StableCode

Explore Stability AI, the vanguard of open source generative AI, empowering global creativity and innovation

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Data

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AI Models

Data

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Fuyu-8B Applications

Data Tonic

SPROUT

Tru Era Applied