Looking to Connect With Junior Developers

CodeMaestro106 — Sun, 27 Sep 2026 05:04:39 +0000

There are so many talented junior developers trying to get their first job.

There are plenty of job boards, freelance platforms, and opportunities online, but getting that first real opportunity can be difficult when you don't have much professional experience yet.

I've been on the other side of that journey, and I know how valuable practical experience, guidance, and having someone to work with can be.

I'm a senior full-stack developer based in Singapore, and I'm interested in connecting with junior developers in the US and Europe who are serious about learning and building.

My goal isn't simply to find people to work for me.
I'd like to create connections where we can:
🤝 Build real projects together
💻 Gain practical development experience
🧠 Share knowledge and learn from each other
🚀 Help each other find better opportunities
🌱 Grow our skills and professional networks
💰 Eventually turn good projects into paid opportunities

I believe that a junior developer doesn't necessarily need to know everything before getting an opportunity.

Sometimes they just need someone willing to give them a chance, work alongside them, and share some experience.

If you're a junior developer, self-taught developer, recent graduate, or simply someone who is trying to break into software development, I'd love to hear what you're currently working on.

Tell me: What are you building right now?

You don't need an impressive resume or years of experience. I'm much more interested in seeing what you're learning, what you're building, and what you're interested in.

I'm based in Singapore, but I'm looking to connect with developers across the US and Europe.

If this sounds interesting, leave a comment or send me a message.
Let's connect.

What I’m Learning While Building AI-Powered Applications

CodeMaestro106 — Sun, 27 Sep 2026 04:56:22 +0000

One thing I’ve learned recently: Adding an LLM API is the easy part But
building an AI feature that people can actually trust inside a real product is much harder.

In one of the SaaS platforms I’m working on, we built a Smart Upload workflow for energy and compliance data.

The basic idea sounds simple:
Upload CSV/Excel → AI reads it → structured data is created.

But the real workflow became much more interesting:
Upload → Analyse → Review → Correct → Re-analyse → Validate → Import

A few lessons stood out.

AI output should not immediately become application data.
We treat the AI result as a proposal. The user can review detected assets, energy types, units, dates and consumption values before anything is finally imported.
Human corrections are valuable context.
If the AI misunderstands something, the user can give an instruction such as:
“The unit is kWh.”
or
“The reporting period is January to March.”
The system can then analyse the file again while preserving corrections the user has already made.
That sounds like a small UX detail, but it changes the experience from:
“AI got it wrong, start again”
to:
“AI and the user are progressively improving the result together.”
Context matters more than a clever prompt.
We’re also working with chatbot-style functionality inside the platform.
The useful version of a chatbot isn’t one that knows everything.
It’s one that understands:
- where the user is in the workflow
- what organisation they are working with
- what data already exists
- what their role allows them to do
- which application tools it can safely use
AI needs normal software engineering around it.
Validation, permissions, audit history, structured schemas, error handling and deterministic business rules are still essential.
The LLM is one component of the system—not the system itself.

My biggest takeaway so far:
*Good AI products are less about generating answers and more about designing a reliable collaboration between AI, application data and the user.
*
Still learning a lot here, especially around structured outputs, tool use, agents and building AI into real business workflows.

DEV Community: CodeMaestro106

Looking to Connect With Junior Developers

What I’m Learning While Building AI-Powered Applications