Edgar Antonio Valdes Porras@ekaropolus_master

Polisplexity is a practical Internet-of-Agents project for cities. It ships two reusable agents: SAMI computes city scaling baselines (exponents, residuals) so places can be compared fairly by size, revealing over/under-performance in outcomes like services, jobs, or accessibility. Sites answers “where, exactly?” by ranking candidate blocks using isochrones, demand/deficit layers, and competition signals. In a single chat (WhatsApp/Telegram or web), a user asks for a café, clinic, or depot; Sites returns the top blocks with scores and shareable PNG/GeoJSON. Both agents run as Coral MCP servers, making them discoverable, composable, and rentable via the Coral Registry. We integrate partner tech where it adds value: Mistral (reasoning/explanations), ElevenLabs (voice I/O), Crossmint (tokenized reports/payments), and Nebius (credit-powered batch jobs). The demo includes: chat → constraints → ranked map → export; plus a SAMI dashboard showing city residuals vs peers. Use cases span GovTech (clinic/school siting), retail & logistics (store/depot placement), and economic development (evidence-based prioritization). The code is modular, the UI is simple, and the value is reusable—others can plug our agents into their own stacks.

Polisplexity is a groundbreaking project that fuses physical and social digital twins to create a truly circular waste management ecosystem. It integrates citizen interactions via Telegram bots (the social twin) with real-time optimized waste logistics (the physical twin) powered by Django on Vultur and data pipelines orchestrated through Snowflake. Using Coral multi-agent protocols, GROQ LLMs and LLaMA models coordinate the flow of insights across municipal systems and citizen engagements. To achieve secure, decentralized incentive mechanisms, we roadmap the deployment of Qubic C++ smart contracts. These will govern our Green Coin system, rewarding citizens for sustainable behaviors, traceable via the Qubic network. Our goal is to create a scalable platform that democratizes waste optimization, embeds trust through decentralized AI, and sets the foundation for a global shift toward circular economies. By leveraging Qubic’s unique speed and quorum-based architecture, we intend to deliver a future-proof PoC that is technically advanced, economically viable, and socially transformative.

Polisplexity AI Agent Digital Twin for Rural Network Planning is an innovative solution that integrates graph theory, real-time geographic data, and AI-powered agents within an immersive VR environment. Our system visualizes rural telecom infrastructures—such as towers, fiber, and Wi-Fi—while AI agents guide users with insights on optimal network design based on local conditions. Users can explore the digital twin via mobile or desktop, interact with embedded Telegram bots for intelligent feedback, and use geographic inputs (latitude/longitude) to generate tailored scenarios. Polisplexity empowers stakeholders to collaboratively design scalable, cost-efficient rural networks with strategic precision.

Mad Science Labs es una plataforma de orquestación científica desarrollada para conectar científicos y profesionistas de diversas disciplinas, eliminando barreras académicas e institucionales. Utilizando una infraestructura basada en Django y Python, integrada con modelos avanzados de inteligencia artificial como Llama y GPT, la plataforma facilita la colaboración interdisciplinaria en tiempo real. Además, incorpora un sistema de gestión de datos invertidos, permitiendo el análisis predictivo y la visualización avanzada de datos generados en proyectos colaborativos. En su fase inicial, Mad Science Labs ha demostrado su capacidad para unir talento global en la resolución de problemas complejos mediante proyectos piloto que integran ciencia y tecnología. La plataforma ha optimizado la asignación de recursos, reduciendo costos y acelerando el desarrollo de soluciones prácticas. En el futuro, Mad Science Labs se expandirá para integrar módulos avanzados de simulación, nuevas APIs para la interacción con modelos locales y globales, y una red de voluntariado globalmente conectada. Esto permitirá abordar problemas globales desde una perspectiva interdisciplinaria y maximizar el impacto del conocimiento científico y profesional. La plataforma aspira a ser un estándar en la democratización de la ciencia, promoviendo la nueva ciencia para el bienestar de la humanidad.

Our project, "AI-Powered Code Generation Revolution," utilizes Mistral AI and the Codere model to innovate software development. We propose an automated software factory within a Telegram-based system to streamline and revolutionize the process. Traditional development is often slow and error-prone, creating inefficiencies and delays. Our solution automates tasks using AI and Robotic Process Automation (RPA), reducing errors and enhancing efficiency. It integrates seamlessly with existing tools and supports continuous deployment pipelines. Technology: Platform: Telegram-based for real-time interaction. Backend: Codere model automates development tasks. Integration: Mistral AI interacts with existing tools. Business Model: We offer subscription tiers: Basic: Limited robot assistance. Pro: Extended robot support. Enterprise: Full support and customization. Revenue Projection: By Year 3, aiming for $500,000 annual revenue. Ask: Seeking $300,000 investment: Development: $100,000 for AI and RPA integration. Marketing: $75,000 for early adopter onboarding. Operational Costs: $125,000 for server maintenance and improvements. Our project addresses software development inefficiencies with AI and automation, providing scalable solutions for the tech industry's demands.

In today's scientific community, collaboration is essential for innovation. Yet, many scientists struggle to connect, share resources, and find the right collaborators. Our solution, the AI-Powered Collaboration Hub, tackles these challenges using advanced AI technologies to create a seamless platform for scientific cooperation. The Problem Mexican scientists face: Isolation and poor communication. Duplication of efforts. Missed opportunities for collaboration. Our Solution The AI-Powered Collaboration Hub is a Telegram-based platform designed to enhance scientific collaboration. Key features include: AI-Driven Research Matchmaking: AI analyzes user profiles to suggest potential research partners based on interests, expertise, and projects. Predictive Partnering: AI identifies emerging trends and suggests collaborators likely to contribute to groundbreaking discoveries. Idea Incubation: Users submit research ideas and receive AI-generated suggestions to enhance their concepts. Virtual Labs: AI facilitates access to virtual lab environments for remote experimentation and collaboration. Event Intelligence: Personalized updates on relevant scientific events, webinars, and conferences. Business Model We operate on a pay-as-you-go subscription model, targeting the top 3200 scientists in Mexico's Sistema Nacional de Investigadores (SNI). Scientists pay a nominal fee to access the chatbot's features, ensuring sustainability and scalability. Impact By connecting scientists and providing intelligent insights, our platform accelerates scientific innovation in Mexico. The AI-Powered Collaboration Hub empowers researchers to work together effectively, leading to groundbreaking discoveries. Our Ask We seek an initial investment of $200,000 to develop and launch the platform. This funding will be used for AI development, Telegram integration, marketing, and operational costs.

Mad Science Labs unveils a revolutionary AI-powered communication system, bridging the gap between humans and dogs. Our innovative smart collar, equipped with advanced sensors, captures canine behavioral and physiological data, especially their reactions to specific odors. This feature is particularly groundbreaking in detecting diseases through scent, a natural canine ability. Complementing the collar, our AI camera system analyzes the dog's visual cues. By employing machine learning, it translates these cues into understandable insights for the owner, ranging from health alerts to emotional states. This dual approach ensures a comprehensive understanding of canine communication. Designed for user-friendliness, the system provides clear, actionable feedback to pet owners. Whether it's a health alert or a behavioral insight, owners receive intuitive notifications. The technology also adapts to each dog's unique patterns, enhancing personalization and accuracy over time. This project represents a significant leap in human-dog relationships. It not only facilitates a deeper understanding of our canine companions but also pioneers new avenues in pet health monitoring and interspecies empathy. Mad Science Labs is committed to enhancing the bond between dogs and their owners, making this shared journey richer and more connected.

Mad Science Labs is a trailblazing initiative that leverages advanced artificial intelligence to revolutionize how scientists collaborate in Mexico. Our core product, an AI-powered search engine, is ingeniously designed to identify and match scientists with complementary skills and research interests. This facilitates the formation of dynamic teams capable of tackling complex, interdisciplinary scientific challenges. Our algorithm, named "Científico Conector," analyzes a myriad of factors such as professional expertise, skillset, past collaboration history, and innovation potential. This holistic approach ensures that each matched team is uniquely equipped to synergize effectively, leading to more innovative outcomes and a more cohesive scientific community. Beyond just matching scientists, Mad Science Labs is committed to fostering a vibrant ecosystem where ideas can flourish. We envision a platform where scientists not only find the right collaborators but also engage in a continuous exchange of ideas and knowledge. This will be further enhanced by our community-driven features such as discussion forums, project showcases, and knowledge-sharing sessions. Our project holds the promise of significantly accelerating scientific progress in Mexico. By breaking down silos and encouraging collaborative efforts, we aim to tackle some of the most pressing scientific challenges of our time. Mad Science Labs is not just a tool; it's a movement towards a more connected, innovative, and impactful scientific community.

Our project, 'Polisplexity Cities Token Models and Simulation', envisions a transformative approach to urban planning and management. By integrating blockchain token models with Polisplexity's advanced AI, VR, and simulation capabilities, we aim to create a decentralized, transparent, and highly interactive urban ecosystem. At the core of our idea is the use of digital tokens as a medium for various urban transactions and engagements. These tokens represent access to city services, resources, and participation in governance. They facilitate a new economic model within the urban landscape, encouraging sustainable practices and equitable resource distribution. Our simulation models, powered by Polisplexity's AI and VR technologies, will allow urban planners, policymakers, and citizens to visualize and interact with various scenarios in real-time. This immersive experience provides a deeper understanding of the potential impacts of different token distribution and usage strategies on the city's socio-economic fabric. Smart contracts play a crucial role in our project, automating the management and exchange of tokens. This ensures efficiency, transparency, and security in transactions, aligning with the principles of decentralized governance. Our project also focuses on inclusivity and accessibility. We are committed to designing token models that are equitable and provide equal opportunities for all city residents to access urban services and participate in decision-making processes. Through 'Polisplexity Cities Token Models and Simulation', we aim to demonstrate a futuristic yet feasible approach to city planning. Our project is not just about technological innovation; it's about shaping sustainable, resilient, and inclusive urban futures, where community engagement and well-being are at the forefront of urban development.

Leverage Orchestrate’s digital skills to design solutions that automate repetitive tasks, orchestrate workflows across tools, and empower employees to focus on high-value work. ⏳ Complete your project in just 48 hours and showcase your innovation. 🚀 Gain hands-on experience building with IBM watsonx Orchestrate. 💡 Develop practical AI agents that reshape the way teams and organizations operate. ⭐ Learn directly from experts who will support you throughout the event. 🤝 Team up or work independently to bring your vision to life. 💰 Prizes: $10,000 🧑🏻‍💻 Sign up before the Kick-Off Stream and start shaping the future with IBM watsonx Orchestrate!

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!

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!