Abayomi Sunday Gabriel

Software Engineer building adaptive web and AI systems | On the road to XR | Building in Public

[Abayomi Sunday Gabriel @DynamoIntel]

@SpydrBytz @ife0x01 @malik_cybersec @markuche1337 @Ga_bri_el21 @cyberzee_ @Christo90984021 @X Not a cyber-security guy, but I will definitely be using YouTube to learn microservice architecture for my current project

@X

[Abayomi Sunday Gabriel @DynamoIntel]

10 songs. 2 pipelines. 1 week of melody extraction.

The biggest discovery? basic-pitch transcribes the entire mix, not the melody.

Spike done. Lesson learned. Time to build. 🎶

@X @NoDAW_Studio #devcenterhacktobersprint

[Abayomi Sunday Gabriel @DynamoIntel]

@NoDAW_Studio @DmitryBBLV @X Thanks for this tip

[Abayomi Sunday Gabriel @DynamoIntel]

Finished my initial spike test, where I got audio source separation working. This shows that the core concept of my project is viable and doable Curious about the project? Ask in the comment section 👇

#BuildInPublic #hackathon
@X

[Abayomi Sunday Gabriel @DynamoIntel]

@DmitryBBLV @X That's more reason why I did the spike test to know about these kind of downside beforehand

[Abayomi Sunday Gabriel @DynamoIntel]

@DmitryBBLV @X On my laptop CPU, Demucs takes about 2.6× the song duration to separate (e.g. 14 min takes ~36 min), so I’ll need to make some serious decisions around the architecture and design to get past this from the user-experience side.

@X

[Abayomi Sunday Gabriel @DynamoIntel]

@DmitryBBLV I'm glad you are able to forsee this. You may have save your database from endless requests, brute-force attacks, and partially of automated bot activity

[Abayomi Sunday Gabriel @DynamoIntel]

@DmitryBBLV @X I'm using htdemucs (Demucs v4 default)

[Abayomi Sunday Gabriel @DynamoIntel]

The problem is not really about crashing or not, because everyone will eventually crash down the road. When you deeply understand the fundamentals, you aren't just helping yourself debug. You're giving the AI the exact context it needs to 10x.

[Abayomi Sunday Gabriel @DynamoIntel]

AI can 10x your development speed, no doubt, but only if you actually know how to use it. Using AI tools with shaky coding fundamentals is like putting a Nitro on a tricycle. You'll move faster, but you're probably going to crash somewhere

👇

[Abayomi Sunday Gabriel @DynamoIntel]

If skipped, small changes stop being small.

A simple update turns into touching multiple unrelated parts of the codebase because the system was never properly thought through from the start.

Slow down at the start. The rest moves faster because of it.

[Abayomi Sunday Gabriel @DynamoIntel]

Change a single button, break the entire application.

That's what happens when you skip the architectural phase to chase visible progress on day one.

[Abayomi Sunday Gabriel @DynamoIntel]

I learned this while building the frontend for a CEX platform.
I spent time mapping flows, locking down the design system, and analyzing edge cases before they became bugs.

It felt like no progress. It was the most important work I did on that project.

[Abayomi Sunday Gabriel @DynamoIntel]

This is the question I'm asking while building my own AI proctoring system.
The real question is: can we build assessments where cheating becomes pointless? Where would you start?
#EdTech #AIProctoring #RemoteLearning #SoftwareEngineering #BuildingInPublic

[Abayomi Sunday Gabriel @DynamoIntel]

What if the problem with AI proctoring isn't the tech but the question it starts with?
Most systems ask: "How do we catch cheaters?"
What if we instead asked: "How do we design assessments where real understanding can't hide?"

[Abayomi Sunday Gabriel @DynamoIntel]

Most AI proctoring systems treat students like suspects.
A trust-first system treats them like participants responsible for proving their own understanding.

[Abayomi Sunday Gabriel @DynamoIntel]

@yabsssai Exactly, that tension between art and science often sinks projects. Science is vital in Phase 1 as architectural decisions compound; a beautiful interface on a shaky foundation fails later during scaling, and that's the hidden cost of letting "art" lead too early.

[Abayomi Sunday Gabriel @DynamoIntel]

Your code starts feeling like someone else is doing the thinking. You're no longer the pilot, you're just the person watching the flight recorder.