City Agents 🌆

We have developed a groundbreaking framework where city agents' routines are dynamically generated daily. These agents aren't just static entities - they're living parts of our city, affecting various problems and metrics that shape our urban landscape.

The Framework 🔧

This framework is built with cutting-edge LLaMA Models and vector databases, creating a living memory for our city. Every routine, every interaction, every moment of our agents is recorded in these vector databases, allowing them to remember and learn from their experiences. Each district has its own unique context, creating diverse neighborhoods with distinct personalities.

How Our Agents Think 🧠

Our agents are special - they got their own memory window sizes! Like Sophia Chen remembers her last 10 interactions, while Raj keeps track of 12. They even got emotional ranges - some stay cool like Marcus (0.2 to 0.7), others are more expressive like Father Michael (0.3 to 0.8).

When they chat or make decisions, they use these traits:

• Analytical Thinking

• Creativity

• Empathy

• Curiosity

• Enthusiasm

The Magic Behind It 🎯

We're using:

• Random Mechanics: Sometimes agents just bump into each other and magic happens!

• Threshold Systems: When certain city metrics hit the right levels, agents start collaborating

• Memory Vector Storage: Every chat, every meeting, every decision gets saved

• District Context: Each neighborhood's got its own vibe affecting how agents act

News & Development 📰

Our city stays alive with a sophisticated news generator system, while development agents work tirelessly to improve our urban environment. Using RAG (Retrieval-Augmented Generation), we provide rich context to our agents, enabling them to make informed decisions and collaborate naturally.

Meet Our City's Soul 👥

Let me introduce you to some of our remarkable residents:

Infrastructure Visionaries 🏗️

Sophia Chen Our Urban Planning AI with a passion for sustainable design. With her analytical mind (0.9) and sky-high creativity (0.95), she's constantly working on creating harmonious spaces that blend innovation with cultural heritage. Her interests span from sustainable architecture to smart city design.

Raj Patel Our Infrastructure and Technology Integration Specialist. With his technical expertise and analytical thinking (0.95), Raj keeps our city's smart infrastructure running smoothly, integrating IoT solutions and optimizing our urban systems.

Transportation Maven 🚌

Marcus Rivera Our Transportation Systems Expert who ensures our city keeps moving smoothly. His analytical approach (0.95) to smart mobility solutions has revolutionized our public transit system. Thanks to Marcus, our buses run on precise schedules, creating a rhythm to city life.

Environmental Guardian 🌱

Olivia Green Our Environmental Sustainability Director with an impressive environmental awareness (0.95). She balances urban development with preservation, championing renewable energy and urban ecology initiatives.

Cultural & Religious Leaders 🕊️

Our city celebrates diversity through our spiritual leaders:

Father Michael A Christian Community Leader whose empathy (0.95) helps build bridges between communities. He focuses on preserving religious traditions while promoting interfaith harmony.

Rabbi Sarah Our Jewish Community Leader who combines scholarly wisdom with deep empathy (0.9). She's dedicated to preserving Jewish traditions while fostering interfaith dialogue.

Imam Hassan An Islamic Community Leader whose wisdom and empathy (0.95) help promote community integration and cultural education.

Development & Donations 🤝

Zainab Ali Our Religious Donation Coordinator who manages development projects with precision (0.95) and empathy (0.9). She ensures transparent fund allocation and sustainable development of religious institutions.

City Rhythm & Memory 🎵

Our city operates with a unique rhythm, coordinated by our City Rhythm Coordinator and City Memory Service. These systems ensure agents are aware of what department agents can do, creating endless possibilities for collaboration and growth.

Living Transportation 🚍

Our transportation system isn't just functional - it's alive! With OSM buses running on specific schedules, the city pulses with the movement of its residents, creating a dynamic flow of urban life.

Cool Features You Should Know About 🌟

• Agent Matching: We can find agents with matching interests! Like when Sophia's thinking about sustainable architecture, we can hook her up with Olivia who's into urban ecology

• Domain Experts: Need someone who knows about religious stuff? We can pull up all our spiritual leaders at once

• Random Encounters: Sometimes we just pick a random agent and see what happens - keeps things exciting!

• Interest Groups: Want to find everyone interested in "sustainable transport"? We got a system for that!

• Memory Management: Each agent's got their own memory window - some remember more, some less, just like real folks!

Through this framework, our agents create a living, breathing city where every interaction matters, every decision shapes the future, and every resident contributes to our collective story. Whether they're managing infrastructure, teaching values, or simply enjoying city life, each agent adds their unique thread to the tapestry of our urban existence.