Community Fees & Membership Dues

We’ve just published our last version of the Communities of Neighbors Management System adding the “Community Fees & Membership Dues” section.

Community administrators and managers will be able to add fees and dues.

Community Fees & Membership Dues

Create the fees and dues to collect using criteria by tags and apartment dimensions.

Create Fee Set

Your neighbors will receive a notification per email.

Community Fees & Membership Dues emails

With a convenient link for your neighbors to review their pending fees and dues.

Pending Community Fees & Membership Dues

And let them pay online or offline depending on what payment gateways have been configured for your community by the community administrators.

Pay Community Fees & Membership Dues

MrCrab: Building a Lightweight Agentic AI Framework for Small Models

Introduction Over the past year, agentic AI frameworks have grown rapidly, but many of them are designed with large models in mind. This creates friction when developers want to run smaller models locally, either for cost efficiency, privacy, or speed. After experimenting with OpenClaw, NanoClaw, PicoClaw, and Nanobot, we decided to build our own agent: MrCrab.

Why Small Models Matter

  • Local deployment without dependency on cloud quotas.
  • Lower hardware requirements, making AI accessible to more teams.
  • Faster iteration cycles for debugging and prototyping.
  • Privacy and compliance advantages when data never leaves your infrastructure.

Design Principles of MrCrab

  • Tool Registry: Instead of injecting a massive tool list into every prompt, MrCrab allows the agent to query tools dynamically by keyword.
  • Hybrid Memory: Recent turns are kept in context, older ones are summarized, and full logs are stored in persistent memory for retrieval on demand.
  • Backend Flexibility: MrCrab integrates with Ollama, AnythingLLM, and any provider compatible with the OpenAI API.
  • Lightweight Prompts: Optimized for small models like Gemma4:e2b, Qwen3.5:2B, Granite4:1B.

Implementation Highlights

  • Modular architecture written with simplicity in mind.
  • Debugging and logging designed to be transparent.
  • Easy integration with local or cloud‑based LLMs.

Lessons Learned

  • Large prompts and tool lists overwhelm small models.
  • Timeout handling must be explicit when working with local inference.
  • Summarization should be progressive, not premature.

Future Work

  • Extending MrCrab to real business use cases, such as community management systems.
  • Adding support for multi‑agent collaboration.
  • Exploring long‑context training for small models.

MrCrab is our attempt to make agentic AI practical for small models. By focusing on lightweight prompts, dynamic tool discovery, and hybrid memory, we believe it can bridge the gap between experimental frameworks and production‑ready agents.

MrCrab is written in PHP, without third‑party libraries. This design choice minimizes supply chain risks and ensures that the agent can be deployed in a secure and portable way. Developers can run MrCrab locally with minimal setup, while still benefiting from integrations with Ollama, AnythingLLM, and OpenAI‑compatible APIs.

Why We Integrated Both Ollama and AnythingLLM for Local AI in Community Management

At Communities of Neighbors Management System, privacy and transparency are at the heart of everything we build. That’s why we’ve integrated support for local large language models (LLMs), giving community administrators the ability to generate professional announcements and notifications without sending sensitive data to external services.

We started with Ollama, a powerful local LLM runner that makes it easy to deploy models directly on personal computers. Ollama ensures that announcements—such as water pipe bursts, lighting outages, or maintenance notices—can be drafted quickly and securely, with all data staying inside the community’s environment.

But we didn’t stop there. We also integrated AnythingLLM, which brings unique advantages for users on Windows 11 ARM64 devices powered by Qualcomm processors. Unlike Ollama, AnythingLLM supports NPUs (Neural Processing Units) natively, unlocking hardware acceleration and improved performance on modern ARM64 systems. This means faster inference, lower energy consumption, and smoother experiences for administrators working on Qualcomm-powered PCs.

Additionally, AnythingLLM offers RAG (Retrieval-Augmented Generation) capabilities. Administrators can connect shared documents within AnythingLLM, allowing the LLM to reference community-specific files when generating announcements. This makes notifications more accurate, contextual, and tailored to the needs of each building or neighborhood.

By supporting both Ollama and AnythingLLM, we give communities the freedom to choose the local AI solution that best fits their hardware and workflow. Whether it’s CPU-based inference with Ollama or NPU-accelerated generation with AnythingLLM, administrators can rely on our platform to deliver professional communication while safeguarding resident privacy.

Local AI is not just about performance—it’s about trust. With Ollama and AnythingLLM, Communities of Neighbors Management System empowers administrators to manage communication responsibly, securely, and efficiently.

Join our social network channels for quick updates:

Affiliate Program at the Communities of Neighbors

Our Affiliate Program is now live! 🎉
You can create your account, get your affiliate ID, and start earning commissions by inviting communities to use our management system.

👉 Check out your affiliate panel and start today!

#AffiliateProgram #CommunityManagement #SmartCommunity #EarnCommissions #NeighborhoodManagement

Communities of Neighbors Management System

社區管理更簡單,用 LINE 一鍵登入!

我們很高興宣布:
社區管理系統正式支援「使用 LINE 登入」!

LINE 是台灣最受歡迎的通訊平台,透過整合 LINE 登入,我們讓居民能更快速、更安全地進入系統,查看公告、繳費與預約設施。

這是我們持續推動數位化社區管理的一大步。
歡迎大家建立自己的社區帳號,體驗智慧社區的便利!

https://communitiesofneighbors.lucentinian.com

社區管理更簡單,用 LINE 一鍵登入!

Discounts at Communities of Neighbors

Looking for discount coupons for your new community of neighbors created in our Communities of Neighbors Management System? Say no more!

🏘️ Build a stronger neighborhood with Communities of Neighbors! 🏘️

Manage announcements, track issues, chat with residents, & more – all in one secure platform. Perfect for HOAs, property managers, & engaged communities.

✨ Special Offer! ✨ Get 6% off your first month with code: SOCIAL-6989B03F (Valid for 1 week).

➡️ Learn more & sign up: https://communitiesofneighbors.lucentinian.com/

#Community #HOA #Neighborhood #PropertyManagement #ResidentEngagement #LocalCommunity #CommunityBuilding

Don’t miss our channel in the Fediverse where we’re posting coupon codes weekly!

https://social.lucentinian.com/profile/communitiesofneighbors

Are you an X / Twitter user? Then find them in our channel at

Lucentinian Works Co Ltd (@ehehdadaltd) / X

Tasks added to the issues

Every community of neighbors face issues that you can track with our Communities of Neighbors Management System.

We’ve added task tracking for a fine grain management.

Set up a short description as the task title, set the completion status, create subtasks, set the ideal and the actual dates and set dependencies.

Generate combined Gantt charts with the progress of the tasks of the issue.

Or separated in ideal dates and actual dates for better clarification, especially with large number of tasks.

Track de progress deviation:

Create announcements with the progress of the work to solve the issues of your community of neighbors and get the content for your announcement assisted by your favorite AI provider for a more professional result.

Assign your announcement to an electronic board to community the progress of the issue to all the neighbors in your community.

Get your announcements published in your electronic boards across the community of neighbors that you’re managing:

🏡 Introducing Our New Neighborhood Management System

We’re proud to announce the launch of our latest service: the Communities of Neighbors Management System — a digital platform designed to simplify communication, coordination, and participation in residential communities.

Whether you’re a property manager, building administrator, or resident, this system helps you stay connected and informed through:

  • 📢 Announcements
  • 📝 Surveys and forms
  • 💬 Secure real-time chat
  • 🧾 Organized dashboards for community management

Our goal is to make neighborhood life more transparent, collaborative, and efficient.

🔗 Learn More

You can explore the full details of the system here:
👉 https://communitiesofneighbors.lucentinian.com/

🎁 Follow Us for Weekly Coupons

To celebrate the launch, we’ll be publishing weekly discount coupons and updates through our official channels:

Follow us to stay informed and enjoy exclusive offers!

💬 Let’s Build Better Communities Together

We believe that strong communities start with better tools. If you’re managing a residential building or looking to improve communication with your neighbors, this platform is for you.

We’re excited to grow this project with your feedback and participation.

More of 1 year of AI generated jokes

We’re still producing new jokes almost every day. When it happened is because the flow has been broken due OS updates or because the AI entere in a loop trying to validate that the news which is used to generate the jokes are suitable for a joke. Don’t hesitate in visiting us at https://comics.lucentinian.com !