Mehdi Rhouzlane@mehdi_979

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.

In this hybrid hackathon powered by Arc, developers will build the next generation of payment systems using AI + Arc with USDC. Explore a world where AI agents can understand natural language, automate financial actions, and move money with precision. From DeFi to digital content and real-world assets, this is your chance to shape the future of intelligent finance. 📅 October 27 – November 9, 2025 • Oct 27 – Nov 8 (Online Phase) – Collaborate and build with developers and AI innovators from around the world. All projects must be submitted by end of day on November 8. • Nov 8 (New York City – On-site Build Day) – Selected participants will be invited to an exclusive in-person session to refine their projects and connect directly. • Nov 9 (New York City – Live pitching & Awards) – Live pitching sessions to a panel of judges and investors, followed by the official winner announcement. 📍 On-site Venue (Nov 8–9): Babe Ruth Room, Jay Conference Chelsea 159 West 25th Street, New York City, USA 🧠 Get guidance from blockchain and AI experts throughout the event. 🤝 Go solo or team up — it's your flow. 🏆Compete for $10,000 in USDC prizes. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑🏻‍💻 Secure your spot now — sign up before the Kick-Off Stream!

Join the Internet of Agents Hackathon to build real-world, rentable agents using Coral Protocol and Solana-powered payments. 📅 September 14–21, 2025 Sept 14–21: Build online with global innovators. Submit projects by the deadline. Sept 20 (NYC): On-site build day at Solana Skyline (invitation only). Sept 21 (NYC): Live pitches, networking, and winner announcements. 🧠 Mentorship from experts and Coral specialists throughout. 🤝 Participate solo or in teams. 📍 Travel and accommodation not covered. 🚀 Sign up now to secure your spot before the Kick-Off Stream!

👅 Generate realistic, captivating speech in a wide range of languages 🗓️ Join an exciting 3-day online hackathon from July 28 - 31 💡 Get full mentors support at lablab.ai platform 👥 Form Solo or Build Your Team 🐱‍💻 Registration ends on July 28th morning, so don't miss out! Sign up Now!