The Lord in Aberdeenshire, Inventor and fine lad

On behalf of Established Titles



AdequateAPI Is Not About C++

ChatGPT&Gemini are good extensions for my brain


Recently, I started working on what has become the most technically demanding project of my life.

I actively use C++ to translate ideas into practical systems and tools. My previous major project was FantomChat. This time, I wanted to go further.

As a Backend / Reliability Engineer, I have always been curious about what it actually takes to build systems that survive real pressure — the kind of pressure handled by platforms like YouTube or Google. Not just in theory, but in architecture, execution model, and behavior under load.

This project is where that curiosity turned into something concrete.


It’s About Going Deeper Than Your Environment Requires

I didn’t start building AdequateAPI because existing frameworks were bad.

I started because I wanted to go deeper than my environment required.

Work gives you boundaries.
University gives you boundaries.
Most projects give you just enough surface to stay productive.

But they rarely force you to understand:

AdequateAPI was not born from frustration.
It was born from curiosity.


From “Let’s Learn C++” to Something Real

At first, it was just an attempt to dive into modern C++:

The goal was simple:

Build something useful while learning deeply.

Then something changed.

The example code started turning into a structured system.

Core abstractions emerged:

Execution domains became explicit.

At some point, it stopped being a playground.

It became a tool.


The Real Turning Point

The turning point wasn’t a feature.

It was understanding causality.

When I ran into:

I didn’t just fix bugs.

I was forced to understand:

It took weeks of research.

First — confusion.
“How is this even possible?”

Then investigation.
Then architecture changes.
Then rebuild in a clean container.
Then upgrading to GCC 14.
Then stabilization.

And finally — relief.

Not because the code worked.

But because I understood why it worked.

That moment felt like reaching a summit.


Where Async Actually Breaks

Most frameworks abstract async away.

But async is not magic.

It is a state machine that:

If you offload incorrectly, you can:

One of the most dangerous traps here is lambda capture lifetime. When you offload a task, you must ensure that all captured data remains valid until the task actually completes. In a coroutine world, co_await creates a suspension point where the local context might effectively outlive the objects it references if they were captured by reference. This is why AdequateAPI emphasizes explicit ownership (using std::move or shared pointers) in offload boundaries.

In AdequateAPI, offloading became an architectural boundary.

Example:

  CPP
  // Example: explicit CPU offload
// Look into: core/helpers/Offload.h
// The coroutine suspends here, freeing the IO thread, 
// and resumes strictly in the IO executor once the pool finishes.
auto result = co_await async_offload(
    blocking_pool.get_executor(),
    [data = std::move(input)]() {
        return heavy_hashing(data);
    }
);

The key idea:

The coroutine remains in the IO executor.
The heavy task runs elsewhere.
Ownership is explicit.

No implicit thread migration.


What I Actually Learned

I didn’t “discover async”.

I deepened my understanding of it.

I understood that:

That last one changed everything.

Async does not make a request faster.
It makes systems survive pressure.

That realization reshaped how I look at backend architecture.


Architecture Overview

Request flow is intentionally simple:

Client

HTTP (Beast)

Router

Controller

Service

Repository

Database

No reflection.
No implicit magic.
No hidden thread pools.

Details: https://github.com/Emilianissimo/adequate-api-cpp/wiki/Project-Layout


What AdequateAPI Guarantees (And What It Does Not)

AdequateAPI is not about automation.

It is about guarantees.

The core guarantee I strive to provide:

When using the core components correctly, request/response lifetime remains safe under async IO and CPU offloading.

This means:

This is still being hardened.

That’s why the current version is 0.9.0.

I prefer review over premature feature expansion.


For Developers Who Go Deep

AdequateAPI is not for everyone.

It’s for developers who:

It does not promise magic.

It provides a foundation.

After that, the responsibility is yours.


This Is Not About Automation

It’s about:

If you don’t understand cause and effect in concurrency,
no framework will save you.

Even with ChatGPT or Gemini, without background knowledge, this architecture would not have emerged.

This wasn’t lifting knowledge from zero.

It was deepening it.


It’s Not About C++

AdequateAPI is not about C++.

It’s about the desire to go deeper than your environment demands.

And to build something useful while doing so.

I didn’t want to write “a framework.”

I wanted to bring value.

If it helps even a few engineers avoid architectural mistakes —
then the journey was worth it.


Afterword

I would love to have your opinion and critisism here: https://github.com/Emilianissimo/adequate-api-cpp/issues

My goal is not to stroke the ego (just a bit), but to provide and build.

And my plans are going far away beyond this theme.

Until then, loves.


Links

Pages — https://emilianissimo.github.io/adequate-api-cpp/
Github — https://github.com/Emilianissimo/adequate-api-cpp

Cpp

Highload

AI

Asynchronous

Multithreading