Kelechi Faith Mmesoma

Fullstack software developer || Fitness enthusiast

[Kelechi Faith Mmesoma @FMKelechi]

@elonmusk Delusional mindset

[Faith Mmesoma @Kelechifaithy]

One of the biggest mistakes junior developers make:
Trying to make everything perfect before showing it to anyone.
Ship.
Get feedback.
Improve.

[Faith Mmesoma @Kelechifaithy]

African startups don't only need more developers.
We need developers who understand the users they're building for.

[Faith Mmesoma @Kelechifaithy]

Your database design today can become tomorrow's technical debt.
Before you create 30 tables, understand the actual business relationships.

[Mello @MelloOnChain]

This queen is shadow band so what we have to do to help her is bookmark “post and drop a comment let’s go let’s grow

[Faith Mmesoma @Kelechifaithy]

Please my X account is ghost banned. 😭

If you can see this, please help with a Like, Repost, comment, or bookmark.

Every genuine interaction helps. 🙏

[Kelechi Faith Mmesoma @FMKelechi]

@Kelechifaithy Great writeup

[Faith Mmesoma @Kelechifaithy]

There's a difference between:
"I know how to code"
and
"I know how to build software."
The second one requires product thinking, architecture, testing, deployment, monitoring and understanding users.

[Faith Mmesoma @Kelechifaithy]

Most of what we call “software engineering” is just elaborate procrastination https://t.co/GxzC9u0VO9

[Faith Mmesoma @Kelechifaithy]

I think one of Africa's biggest technology opportunities isn't creating another social network.

It's digitizing the boring industries.

Agriculture.
Logistics.
Construction.
Healthcare.
Education.
Manufacturing.
Boring problems can build huge companies.

[Faith Mmesoma @Kelechifaithy]

Don't compare your version 1 to someone else's version 100.

[Faith Mmesoma @Kelechifaithy]

Most successful products probably looked much less impressive at version one.

[Faith Mmesoma @Kelechifaithy]

Build today.

Learn today.

Ship today.

Repeat tomorrow.

[Faith Mmesoma @Kelechifaithy]

One post doesn't change your career.

One project doesn't change your company.

One day doesn't change your life.

But repeated effort can.

[Faith Mmesoma @Kelechifaithy]

I'm realizing that consistency compounds.

[Faith Mmesoma @Kelechifaithy]

Building Software in Africa: We Don’t Need Permission https://t.co/VDowvlMwUa

[Rohan Paul @rohanpaul_ai]

Some newer efficient LLMs (using "hybrid Transformer") are cutting back on expensive attention layer of standard Transformer, and this paper shows what happens internally around the attention layers that remain.

A "hybrid Transformer" simply means a model that replaces many standard attention layers with cheaper recurrent-style layers but keeps a few full-attention layers.

That shortcut saves compute.

But this paper finds that the occasional expensive layers may have a much bigger effect on the model than their small number suggests.

Across Qwen3.5, Kimi Linear, Nemotron-H, and Zamba2, the model repeatedly produced unusually huge internal numbers immediately before those expensive look-back layers.

Move 1 of those layers, and the huge values move with it.

Use more of them, and those extreme values start staying high across larger parts of the network.

– arxiv. org/abs/2608.12149

Title: "Massive Activations in Hybrid Linear Attention LLMs: Pre-Attention Spikes and Inter-Spike Plateaus"

[Faith Mmesoma @Kelechifaithy]

Fixing problems, one bug at a time

[Faith Mmesoma @Kelechifaithy]

Building for Africa is an advantage 🌍

[Faith Mmesoma @Kelechifaithy]

A new day to show up