Fixed-Term Lending Infra enabling peer-to-peer loans for any asset.

Borkov is an agent-powered simulation and analytics engine for DeFi lending protocols, designed to optimize fixed-term lending markets using Markov processes and machine learning. Our project models user behavior archetypes—such as Diamond Hands, Paper Hands, and Degen Traders—by simulating loan repayment probabilities over time and visualizing the evolution of individual and aggregate lending multipliers. At its core, Borkov builds a Markov state machine to track transitions between loan states: Reset (new), Building (growing trust), and Established (proven reliability). By varying transition probabilities, Borkov reveals systemic risk, reward distributions, and agent behavior under diverse market conditions. The platform provides interactive dashboards: visualizing multiplier distributions, risk profiles, state evolution, and journey trajectories across thousands of simulated lending sessions. Our engine calculates steady-state probabilities, risk spreads, and credit trajectories, offering protocol designers unique, data-driven insight into sustainable lending models, risk segmentation, and incentive mechanism design. Ultimately, Borkov aims to make DeFi lending safer and more predictive through statistical agent simulation and advanced analytics.

Coherent Fox is an audit generator for Python code based on pre-trained BERT model. It is done to have a Powerful NLP Model based on Attention mechanism. We have build our own transformer from scratch. We have focused our training on a Python Code DataSet from Hugging Face. The idea is to provide a transformer that been built through main attention scores which are identifiers and separators from the study done on Java, from BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. We provide in the back-end Cohere API that will generate a response to a user prompt through our interface. We are a team of two full-stack devs with Experience in ML & Blockchain also.

🗓️ This will be a week of hacking and fun from 24 February to 3 March 💻 Create innovative new apps with OpenAI's latest AI tools 💡 Learn from top AI professionals ⚒️ Combine GPT-3, Codex, Dalle-2, and Whisper to build your AI app 🐱‍💻 Now is the time to register and let's get started!

🗓️ This 7-day virtual hackathon from January 27 to February 3 will be your time to shine! 💻 Construct AI apps with the latest LLM-powered technology from Cohere and try the newly released Multilingual Text Understanding model ✔️ There's no prerequisite level. Just starting out with AI? Or perhaps you're a veteran Data Scientist? A Designer? A Business Developer? We want you and your domain expertise! 🐱‍💻 Sign up now for free and let's get going!

🛠️ Build your MVP in 7 days 🤝 Find your team on the platform 📈 Hours of educational context 🦾 Generative AI tools to build with 🏅 Further support for winners