Good morning 🌞

It's a new day, a new opportunity to be better.

So let's be a little less distracted, a little more productive, and most importantly a little more enthusiastic about the things we do.

Everyday we get better 💪 so get up and conquer your day ❤️🔥

🚀 Project Update: Financial Inclusion Forecaster for Ethiopia

I know it has been a while but let me Share what I have done !

🌟I cleaned, enriched, and analyzed Ethiopia's financial inclusion data using information from the National Bank of Ethiopia, Shega News, and other trusted sources. I then built an event-impact model to capture how major developments like Telebirr, Fayda, and policy changes influence financial inclusion over time, and generated forecasts for 2025–2027 under multiple scenarios.

✨Next up: I'll be building an interactive dashboard with Streamlet to bring these insights and forecasts into one place, making them easy to explore and understand.

How often do we delay starting a project, learning a new skill, or putting ourselves out there because we’re waiting to feel "ready"?

As always, Feven Teklay remains one of my absolute favorite voices to listen to. I recently came across her latest YouTube video, and one thing she said really stuck with me :

I was over-decorating a life I hadn’t even started.

💫 Perfectionism is hidden fear: Often, waiting for the "perfect" moment or output is just a disguised fear of failing or being seen trying !!!

If you’ve been holding back on a goal or waiting for the "right time" to jump in, I highly recommend giving this a watch!

https://youtu.be/xZhdYcj_bZ8?si=ZF-OR5RIGsha1acV

It Should be declare as Illegal 🤧🤧🤧

#Opportunity_Alerts📣

🌟Remote Internship Opportunity: Join Sof Omar Technologies Internship Program🌟

✨Are you a student, recent graduate, or aspiring tech professional looking to gain real-world experience? Join Sof Omar Technologies & kick-start your career through remote internship opportunities.

Available Positions:
📌Junior Full-Stack Developer
📌Junior Flutter Developer
📌Sales & Marketing

What You'll Gain:
🔹Hands-on experience on real-world projects
🔹Practical industry skills & mentorship
🔹Opportunity to work on future company products
🔹Certificate upon successful completion

Who Can Apply?
🔸Aspiring Full-Stack Developers with web development experience
🔸Aspiring Flutter Developers with basic Flutter & Dart knowledge
🔸Individuals interested in Sales & Marketing

⏳Duration: 1–2 Months (depending on the role)

🔗Apply: https://sofomartechnologies.com/careers?tab=internships

"If this isn't for you, please share it with others who might be interested."🙏

Follow us👇for more opportunities
@opportunity_alerts

Good morning my habesha ppl 💖
Have a productive day 🤝

#Opportunity_Alerts📣

🚀Fully Funded Virtual Tech Scholarship 2026 for Beginners, Graduates & Aspiring Tech Professionals🚀

✨Are you looking to start a career in tech or upgrade your digital skills? Join the TS Academy Fully Funded Tech Scholarship 2026 and access industry-focused training with mentorship and career support.

Learning Tracks:
📌Data Analytics
📌Product Management
📌AI & Automation
📌Digital Marketing
📌DEV(Frontend/Backend)

What You'll Gain:
🔹Up to 100% tuition scholarship
🔹ACTD-accredited training
🔹Hands-on projects
🔹Mentorship from industry experts
🔹Internship & job placement support

Who Can Apply?
🔸Beginners with no prior tech experience
🔸Graduates and aspiring tech professionals
🔸Applicants from African countries

🔗Apply: https://scholarship.tsacademyonline.com/

📝Deadline: September 28, 2026

"If this isn't for you, please share it with others who might be interested."🙏

Follow us👇for more opportunities
@opportunity_alerts

As always No word for Luna😘 She is everything🤌🏽🤌🏽 Even when a word makes no sense on its own, she somehow gives it meaning and let us try it with chatgpt😆😆

This is our country situation 🤦‍♀🤦‍♀
This is what u have been saying bee @Sam211622

Learn new skills, share your knowledge, find freelance opportunities, or hire the right talent all in one place with ArifGet.

Choose what helps you grow and pay easily and securely with Chapa.

Visit arifget.com and get started today.
Website | Instagram | Facebook | LinkedIn | X

Who is really learning from whom: Humans or AI? 🤔

I read this from linkedin on AI Meetup. It really makes you think about how our daily interactions with AI are quietly changing how we communicate and problem-solve.

Read the full post : https://www.linkedin.com/posts/10acad_who-is-really-learning-from-whom-humans-activity-7485660691492864000-UM6a?utm_source=share&utm_medium=member_android&rcm=ACoAAFCa_7cBVDrpuXDDNRvgHmVpOfM64ozbM60

Good Night fams🙌🏼

This summer weeks 😭
>Monday
>*ጃስ*
>Friday
>*Blink*
>Sunday

All we need is 3220 birr and a prompt 🤔🤔😁😁

If you're building AI agents, you should get familiar with these 3 common agent/workflow patterns.

Let's break it down.

🔹 Reflection
You give the agent an input.
The agent then "reflects" on its output, and based on feedback, improves and refines.

Ideal tools to use:
- Base model (e.g. GPT-4o)
- Fine-tuned model (to give feedback)
- n8n to set up the agent.

🔹 RAG-based
You give the agent a task.
The agent has the ability to query an external knowledge base to retrieve specific information needed.

Ideal tools to use:
- Vector Database (e.g. Pinecone).
- UI-based RAG (Aidbase is the #1 tool).
- API-based RAG (SourceSync is a new player on the market, highly promising).

🔹 AI Workflow
This is a "traditional" automation workflow that uses AI to carry out subtasks as part of the flow.

Ideal tools to use:
- n8n to handle the workflow.
- GPT-4o, Claude, or other models that can be accessed through API (basic HTTP requests).

If you can master these 3 patterns well, you can solve a very broad range of different problems.

If she didn't support you during localhost:3000
She doesn't deserve you at .vercel.app

@kal_abX