Bittensor Subnet 65: Tao Private Network (TPN)

01 Multimodal Data Processing

We collect and process diverse types of open multimodal data to accelerate and enhance AGI research, creating one of the largest open-source multimodal datasets.

02 Future Event Prediction

We enhance the forecasting of future events by identifying patterns and trends in large datasets, empowering individuals to make better-informed decisions.

03 Home Pricing Prediction

We modernize outdated real estate valuation models by developing AI-driven alternatives. Our predictive models for home prices and sales dates aim to establish a more accurate and dynamic pricing system.

04 Detecting AI-generated media

We create advanced models capable of reliably distinguishing between authentic and synthetic content.

05 Data Structuring

We facilitate and incentivize the transformation of unstructured data—such as videos, podcasts, text, and images—into structured formats suitable for AI training.

06 AI Math Solver

We create advanced AI-powered tools designed to tackle a broad spectrum of mathematical problems, ranging from basic arithmetic to advanced calculus.

07 Coding Assistants

We develop AI coding assistants that enhance workflows through intelligent code generation, completion, and interactive Q&A, enabling developers to focus on creativity and problem-solving.

08 Chunking and RAG

We build, host, and deploy intelligent chunking systems that enhance intrachunk similarity and interchunk dissimilarity, improving the efficiency and precision of data retrieval and processing.

09 Context Compression

We accelerate AI inference by compressing long natural language token sequences into shorter, meaningful representations, reducing computational costs and speeding up inference times.

10 Algorithmic Optimization

We address computational challenges such as determining the shortest path, optimizing network flows, or finding optimal arrangements using advanced graph algorithms and optimization techniques.

11 Roleplay LLMs

We develop, fine-tune and integrate roleplay LLMs capable of generating realistic dialogues based on player actions and background, crafting character storylines, designing quests, and producing unique content.

12 Geomagnetic and Environmental Forecasting

We apply advanced machine learning techniques to model and predict geomagnetic disturbances and environmental conditions. Our work enhances forecasting capabilities for space weather events, which impact technological infrastructure, and soil moisture variability, which plays a critical role in climate monitoring and disaster risk management. By integrating real-time data and historical trends, we develop robust predictive solutions that support resilience, sustainability, and informed decision-making.

13 DeFi Yield Optimizers

We create algorithms that strategically allocate assets across predefined pools with varying interest rates, ensuring maximum yield for users.

14 AI Text Detection

We create AI that drives the development of systems that can identify content created by LLMs.

15 AI Object Detection

We develop AI to detect and track objects on images and videos.