Skip to content

Welcome to ResidentialBusiness.com — your guide to building a thriving home-based business

Your entrepreneurial journey starts here

Build the business you've
always known you could.

Home-based. Remote. Independent. Whatever your model — this community exists to help you go from idea to income with real support, real conversations, and real momentum.

15+
Years running
10K+
Members strong
6
Active topic hubs
Free
To join forever

"In today's dynamic world, entrepreneurship has become a gateway to financial independence — and launching a home-based business is one of the most accessible paths to get there."

It offers the freedom to be your own boss, control your schedule, and shape your financial future on your terms. This community is your starting point — designed to spark your entrepreneurial mindset and equip you with the core principles to transform an idea into a thriving business. Whether you're fueled by passion, a groundbreaking product, or a smart solution to a common problem, success begins with aligning your vision to real market demand, researching your audience, and laying the foundation with a solid business plan.

Working from home unlocks advantages like flexibility, minimal overhead, and the chance to create a work-life balance that fits your lifestyle — but it requires discipline, structure, and smart time management. Carve out a dedicated workspace, implement efficient routines, and harness the power of technology to automate tasks and stay connected with clients.

With the right mindset, strategic planning, and a willingness to learn and adapt, you can turn your home into a hub of innovation and income. This is more than just a resource — it's a call to action. Take control of your future and build a business that reflects your passion, purpose, and potential.


Explorer membership is free forever. Paid plans unlock the full platform — no ads, no limits.

When a disaster hits, AI can show where help is needed using social media

Featured Replies

rssImage-b5752f3a5153a5b0f523da2c362dbbfb.webp

When disasters happen—such as hurricanes, wildfires, and earthquakesevery second counts. Emergency teams need to find people fast, send help and stay organized. In today’s world, one of the fastest ways to get information is through social media.

In recent years, researchers have explored how artificial intelligence can use social media to help during emergencies. These programs can scan millions of posts on sites such as X, Facebook, and Instagram. However, most existing systems look for simple patterns like keywords or images of damage.

In my research as an AI scientist, I’ve developed new models that go further. They can understand the meaning and context of posts—what researchers call semantics. This helps improve how accurately the system identifies people in need and classifies situational awareness information during emergencies. The results show that these tools can give rescue teams a clearer view of what’s happening on the ground and where help is needed most.

From posts to lifesaving insights

People share billions of posts on social media every day. During disasters, they often share photos, videos, short messages and even their location. This creates a huge network of real-time information.

But with so many posts, it’s hard for people to find what’s important quickly. That’s where artificial intelligence helps. These systems, which use machine learning, can scan thousands of posts every second, find urgent messages, spot damage shown in pictures, and tell real information from rumors.

During Hurricane Sandy in 2012, people sent over 20 million tweets over six days. If AI tools had been used then, they could have helped find people in danger even faster.

Training AIs

Researchers begin by teaching AI programs to understand emergencies. In one study I conducted, I looked at thousands of social media posts from disasters. I sorted them into groups like people asking for help, damaged buildings and general comments. Then, I used these examples to train the program to sort new posts by itself.

One big step forward was teaching the program to look at pictures and words together. For example, a photo of flooded streets and a message like “we’re trapped” are stronger signals than either one alone. Using both, the system became much better at showing where people needed help and how serious the damage was.

Finding information is just the first step. The main goal is to help emergency teams act quickly and save lives.

I’m working with emergency response teams in the United States to add this technology to their systems. When a disaster hits, my program can show where help is needed by using social media posts. It can also classify this information by urgency, helping rescue teams use their resources where they are needed most.

For example, during a flood, my system can quickly spot where people are asking for help and rank these areas by urgency. This helps rescue teams act faster and send aid where it’s needed most, even before official reports come in.

Addressing the challenges

Using social media to help during disasters sounds great, but it’s not always easy. Sometimes, people post things that aren’t true. Other times, the same message gets posted many times or doesn’t clearly state where the problem is. This mix can make it hard for the system to know what’s real.

To fix this, I’m working on ways to check a post’s credibility. I look at who posted it, what words they used and whether other posts say the same thing.

I also take privacy seriously. I only use posts that anyone can see and never show names or personal details. Instead, I look at the big picture to find patterns.

The future of disaster intelligence

As AI systems improve, they are likely to be even more helpful during disasters. New tools can understand messages more clearly and might even help us see where trouble is coming before it starts.

As extreme weather worsens, authorities need fast ways to get good information. When used correctly, social media can show people where help is needed most. It can help save lives and get supplies to the right places faster.

In the future, I believe this will become a regular part of emergency work around the world. My research is still growing, but one thing is clear: Disaster response is no longer just about people on the ground—it’s also about AI systems in the cloud.

Ademola Adesokan is a postdoctoral researcher in computer science at Missouri University of Science and Technology.

This article is republished from The Conversation under a Creative Commons license. Read the original article.

View the full article

Join ResidentialBusiness.com as a free Explorer member to access the community

Advertisement

ResidentialBusiness.com — Free to join

You're reading as a guest.
Explorers actually participate.

Create your free Explorer account in seconds — no credit card, no commitment. Get instant access to post, reply, and connect inside one of the longest-running home business communities on the web.


Post topics & reply to discussions
Access the Community Business Lounge
Connect with remote & home-based founders
Build your member profile & reputation

The Community Business Lounge is where real conversations happen — business models, income strategies, remote work, and what's actually working right now. Guests read. Explorers contribute. The difference is one free signup.

Already growing and want more? Our Builder, Vanguard, and Pro Visionary plans remove ads entirely and unlock the full platform — but Explorer is the right place to start.

Free forever. No card required. Upgrade only when you're ready.

Important Information

We have placed cookies on your device to help make this website better. You can adjust your cookie settings, otherwise we'll assume you're okay to continue.

Account

Navigation

Search

Search

Configure browser push notifications

Chrome (Android)
  1. Tap the lock icon next to the address bar.
  2. Tap Permissions → Notifications.
  3. Adjust your preference.
Chrome (Desktop)
  1. Click the padlock icon in the address bar.
  2. Select Site settings.
  3. Find Notifications and adjust your preference.