The Nurse Engineer🇳🇬

• ICU Nurse • Computer Scientist • NeuralMind • ML Engineer

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

1/ Most engineers are sleeping on why DeepSeek-V4 is a "black swan" moment for local AI.

Guys, look into the future: we are moving from 64K context to 1M context on consumer grade GPUs (RTX 3090/4090).

A Twitter Trend 🧵

[luna @ImLunaHey]

hot take: using .env files for secrets is wrong and we should move away from this.

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@ani_kakapoor pre-LLM neural network research was fun

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@ani_kakapoor pre-LLM neural network research was fun

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

Been searching arXiv all day, can’t find recent foundational ML works on adaptive testing/learning or intelligent tutoring systems. All LLM-powered this/that slop papers everywhere.

What happened to first-principles approaches like Neural Fisher Information estimation?

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

What if I told you that the husband is lucky?

Cos if they were in Nigeria together, she’d have pinned the child on his head. It’s to his benefit they’ve not been in contact for 7months so he now knows who his wife is 😂

[Ifeoluwa @olajumokeokenla]

I just saw one story in one of the
communities I’m in, and I’ve been staring at my phone ever since.
Husband moved to the UK on a Skilled Worker visa. 7 month later, he brought his wife over and she arrived pregnant.
The man hadn’t been to Nigeria even once. He’d been working so hard to save enough to bring his family over, meanwhile somebody else was doing the job.
The audacity of some people even the devil dey learn work… may we not marry wrong

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@TheAhmadOsman Open source matters a lot, because it ensures we can access the full accuracy–privacy Pareto frontier without exposing ourselves to data‑leak risks.

[Ahmad @TheAhmadOsman]

But does Opensource AI matter if people cannot find or afford hardware to run the models locally?

Yes it does. This question assumes that the models won’t get anymore hardware-efficient, or that there will not be more supply of cheaper hardware.

[Aderonke O,MSc, RN, CPHQ, CPPS, CPHIMS @ade_soughtout]

Late Night aspire to acquire...

Quiet rebuilding still counts as progress. Rest restores perspective. Choose peace over overthinking tonight.

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

Update: finally stumbled on some amazing publications of Prof. Van der Maas 💯💯

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

Been searching arXiv all day, can’t find recent foundational ML works on adaptive testing/learning or intelligent tutoring systems. All LLM-powered this/that slop papers everywhere.

What happened to first-principles approaches like Neural Fisher Information estimation?

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@agneponx Does watching a movie on the train count?😂

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@ade_soughtout Growth is always a gradual process 💯

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

Inifinity is such an inspirational concept ♾️

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@OsinachiNuel @ade_soughtout 😂😂

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

Been searching arXiv all day, can’t find recent foundational ML works on adaptive testing/learning or intelligent tutoring systems. All LLM-powered this/that slop papers everywhere.

What happened to first-principles approaches like Neural Fisher Information estimation?

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@ade_soughtout @AndyjnrUmaru Wow..the vision is on point. Well done ooo!!!

It’s possible that I can be of little help with the digital development (workflow) part though😀

but which one be say you no get money ☹️

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@ade_soughtout @AndyjnrUmaru I thought cascade was like a patient safety framework? How does money scale such?🤔

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@ade_soughtout 👏🏿👏🏿

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

Decided to search it, and Google confirmed it💯

People brain dey hot oooo🔥

Cut soap for us Chief @ade_soughtout

[Aderonke O,MSc, RN, CPHQ, CPPS, CPHIMS @ade_soughtout]

UPDATE 🐦‍🔥🐦‍🔥

Deeply honoured to be Highly Commended for Nursing Excellence at the Black Healthcare Awards 2026. 🏆

My journey from frontline care to patient safety, quality improvement, writing and innovation led me to create the Patient Safety 101 Suite and develop CASCADE™.

Different approaches. One mission:

Safer care. Better learning. Stronger systems.

To be recognised alongside chief nurses and senior nursing leaders means a great deal👏🏾.

#BlackHealthcareAwards2026 #NursingExcellence #PatientSafety #CAHN

[The Nurse Engineer🇳🇬 @boochi_dot_dev]

@ade_soughtout @cahn_uk Congratulations Chief…the sky is your starting point 💎