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频道帖子
| 2 | Three pieces of advice I received when I was a junior developer that still stick with me today:
1. Filter the noise.
Not every new framework, library, tool, or trending technology deserves your attention. You don't have to learn everything, try everything, or follow every opinion you come across. Learn to focus on what matters and go deeper instead of constantly jumping from one thing to another.
2. Never trust the frontend blindly.
The frontend might tell you everything is fine, but that doesn't mean the data is valid. Users can modify requests, skip validations, and send things you never expected. Always validate on the backend. Trust, but verify!
3. You're an engineer, not a framework developer.
Don't let the framework define how you think or solve problems. Understand the problem first, think through possible solutions, and choose the tools that make sense for the job. Your value isn't in how well you know a particular framework. it's in your ability to think, adapt, and solve problems.
@edemy251 | 780 |
| 3 |  +1One of my favorite places, full of history and beauty, Lalibela 🇪🇹❤️
@edemy251 | 1 536 |
| 4 |  Hey
I received an Upwork invite for a $9 fixed-price research study. I’m planning to decline it, so if anyone wants me to refer them, please send me your email. It looks like a survey, and although the client has a payment history, please check the job details carefully before accepting.
@edemy251 | 1 577 |
| 5 | Your results with AI depend on how well you understand what you're doing.
Especially in software engineering, knowing how to ask the right questions, understand the code, and debug errors makes a big difference.
AI can generate the code, but your engineering knowledge determines how well you can use it.
@edemy251 | 1 852 |
| 6 | Building an AI app is becoming easier. Understanding why it works is still a skill.
Today, you can build a chatbot, connect an LLM, create an AI agent, or set up a RAG pipeline with the help of AI tools and existing frameworks.
But imagine this:
Your RAG system keeps returning irrelevant results.
Your AI agent gets stuck in a loop.
Your application suddenly becomes slower and more expensive.
Or your chatbot confidently gives users the wrong answers.
What would you do?
Would you know where to look, what to test, and how to fix the problem?
Or would you start asking AI to fix it without understanding what's going wrong?
That's where the difference starts to show.
Knowing how to use LangChain, LangGraph, or an LLM API is useful. But knowing what happens underneath helps you make better decisions when things don't work as expected.
If you're learning AI engineering, Make time to understand:
→ How LLMs process and generate text
→ How tokenization and attention work
→ Why embeddings and vector search matter
→ How chunking affects retrieval quality
→ How to evaluate AI outputs instead of simply trusting them
→ How APIs, databases, and system design fit into AI applications
→ How to debug failures, manage latency, and control costs
You don't need to master everything at once. Start with one concept, understand it, and apply it to a real project.
A working demo shows what you can build. Understanding the system helps you improve it when things go wrong.
@edemy251 | 2 442 |
| 7 |  Monday reminder 😊
Not every reaction deserves an action.
In The Chimp Paradox, Dr. Steve Peters calls the emotional, impulsive part of our brain the “Chimp.”
The Chimp can get angry, overthink, panic, compare, or react before we even think things through.
We can’t control other people’s Chimp.
But we can learn to manage ours.
So this week, protect your brain from unnecessary drama, negativity, and distractions.
Manage your Chimp. Don’t let it manage you.
Have a productive week.
@edemy251 | 2 059 |
| 8 |  I thought I was the only one who did this 😂
@edemy251 | 2 026 |
| 9 | Advice I’d give my younger self:
1. The things you once thought were impossible can become real. Start with something small, stay consistent, and commit to it.
2. Don’t wait until you feel ready. You’ll learn a lot of what you need along the way. Starting is often what makes you ready.
3. Become really good at one technology, but don’t limit yourself to that technology. Think like an engineer. Focus on the problem and the best solution, not just the tech stack you already know.
4. Don’t be afraid to ask questions. Asking someone who knows more than you can save you hours, and there’s nothing wrong with not knowing something.
5. Don’t compare your chapter 1 with someone else’s chapter 10. Everyone’s path looks different behind the scenes.
6. Take your work seriously, but don’t take every mistake personally. You’re going to break things, make bad decisions, and sometimes have no idea what you’re doing. That’s part of becoming better.
7. Think long term. Some opportunities won’t pay off immediately, but the skills, relationships, and reputation you build can stay with you for years.
8. And most importantly, don’t underestimate what a few years of consistent effort can do.
Have a productive week!
@edemy251 | 2 336 |
| 10 | One life lesson I’ve learned:
When you give your time, skills, or work for free once, some people can start seeing free as the normal price.
You help them once, they get the benefit, and when another task comes up, they expect the same deal again.
Of course, there are genuinely good people who keep their word. But it’s still important to set boundaries early.
Do free work when you choose to maybe for experience, your portfolio, a relationship, or simply because you believe it’s worth doing.
But don’t let “I’ll return the favor later” become an endless agreement.
Your time, effort, skills, and knowledge have value.
Learn to price them properly and set clear expectations.
Because when you leave the boundary unclear, people may stop seeing it as kindness and start seeing it as an opportunity.
That’s a life lesson worth learning early.
@edemy251 | 2 788 |
| 11 | A little Monday reminder:
You’re probably scared because it’s unfamiliar, not because you’re incapable.
Some things only become less scary after you start.
Have a great week!
@edemy251 | 1 849 |
| 12 | Nobody will care about your dream the way you do.
People can support you, give you advice, or even believe in you. But at the end of the day, who will achieve your dream better than you?
You have to be the one willing to keep going when it gets difficult, start again when things don’t work, and keep learning along the way.
You don’t need to have everything figured out.
You just need to care enough to keep moving.
@edemy251 | 2 083 |
| 13 | Pagume is honestly one of my favorite times of the year.
It’s like a small pause before the new year begins. I usually take some time to look back at the year and write down a few things:
What did I accomplish?
What did I miss?
What did I learn not just in work, but in life?
What do I need to improve?
And what do I want to accomplish next year, if God wills and I’m alive? 😅
This year feels especially special to me. I believe I accomplished some things that were on my bucket list, and I’m genuinely grateful for that.
I think we’re always busy planning what’s next that we sometimes forget to look back and see how far we’ve come.
So before the new year starts, take a little time for yourself. You might be surprised by how much you actually accomplished.
Happy New Year to everyone celebrating!
May the new year bring us more growth, peace, good health, and a lot of reasons to be grateful.
And yes… I still can’t believe tomorrow is New Year! 😊
@edemy251 | 2 486 |
| 14 |  😳
@edemy251 | 2 152 |
| 15 |  To grow, You need both
The courage to break old patterns and the discipline to build new ones.
Have a wonderful weekend:)
@edemy251 | 2 341 |
| 16 | If ALL AI models went down at the same time for a whole day… would you survive? 😁 | 2 128 |
| 17 | The side effect of growing up around Megenagna is that you never trust your back 😂
Someone walking behind me? I’m checking.
Someone getting a little too close? I’m checking again.
Someone I don’t know suddenly walking at the same speed as me? Yeah… something is not right. 😭
Sometimes I literally stop walking and let them pass.
I thought changing places would fix this.
Turns out, you can leave Megenagna…
but Megenagna doesn’t leave you. 😂😭
@edemy251 | 2 078 |
| 18 | What is happening both chat GPT and Claude are not working. It look like another outage.
@edemy251 | 1 641 |
| 19 | 💼 Sales and Marketing Interns
🏢 Company: SciTech Valley
📍 Location: Addis Ababa (HYBRID)
🕔 Type: internship
🏭 Sector: Software design and Development
💰 Salary: Very Attractive Commissions
Requirements & Details:
🎓 Education: High Sales Drive
📈 Experience: no-experience
👥 Vacancies: 5
🚻 Gender: any
⏳ Apply Before: 9/12/2026
📝 Description Snippet:
SciTech Valley is looking for ambitious, energetic, and motivated Sales & Marketing Interns who are passionate about technology and business growth.
...
🛠️ Key Skills Snippet:
Education
Recent graduates or final-year students in Marketing, Business, Management, IT, Engineerin...
👇 Click below to view full details and apply via our bot! | 1 609 |
| 20 | “I’ll start when I feel more ready.”
“I’ll start when I know enough.”
“Maybe I’m not ready yet. I’ll wait until I feel more confident.”
We say these things all the time. But the truth is, experience doesn’t come before you start. It comes because you start.
You learn by trying, making mistakes, solving problems, and trying again.
There may never be a “perfect” time.
Start where you are, use what you have, and learn along the way.
The right time isn’t someday. It’s when you decide to begin.
@edemy251 | 1 790 |
