_engrceo_'s profile picture. Computer Engineer, Ph.D.

Chinonso Okereke

@_engrceo_

Computer Engineer, Ph.D.

Chinonso Okereke أعاد
DrMikeSmalley's tweet image.

Chinonso Okereke أعاد

AI is compression and correlation

All the great breakthroughs in science are, at their core, compression. They take a complex mess of observations and say, "it's all just this simple rule". Symbolic compression, specifically. Because the rule is always symbolic -- usually expressed as mathematical equations. If…



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Elon Musk: Everything is solar power. The rest is noise. “The sun is about 99.8% of the mass of the solar system. Jupiter's about 0.1% and everything else is in the remaining 0.1%, and we are much less than 0.1%. So, if you burnt all of the mass of the solar system, then the…


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Quick thoughts on doing “free work”


This gap will continue to grow.

the gap between how normies use AI, and how the people on the cutting-edge use AI is insane normies have no idea what the top models are capable of... or how to use them! and i believe this gap is growing



Chinonso Okereke أعاد

the gap between how normies use AI, and how the people on the cutting-edge use AI is insane normies have no idea what the top models are capable of... or how to use them! and i believe this gap is growing


Chinonso Okereke أعاد

Most AI hallucinations happen because the model guesses. RAG stops the guessing. It searches, cites, and builds answers from real data. That’s why “smart AI” isn’t about size. it’s about context. #Tinpear #RAG #AIexplained #AIsafety

TinpearAI's tweet image. Most AI hallucinations happen because the model guesses.

RAG stops the guessing.

It searches, cites, and builds answers from real data.

That’s why “smart AI” isn’t about size. it’s about context.

#Tinpear #RAG #AIexplained #AIsafety

Chinonso Okereke أعاد

How to Make Money Online [Intro of 5] In the next 5 days, I will be writing a 5 part series around this subject. …and if you follow everything I will share, you will know WAY MORE about how to make money online than 90% of people on the internet. But first things first: THE…


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New freelancers on Upwork should be extremely careful. There’s a growing trend where some clients ask for “free design tests” before hiring you for a full-time remote job. In reality, many of these clients just want to use your work without paying or hiring you. That so called…


I bank with Standard Chartered is the new flex.

Standard Chartered  🇳🇬 announced it will no longer provide services to customers that have less than N7.5 million from February



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AI isn’t replacing people, it’s reshaping teamwork. Co-thinking systems collaborate, challenge, and adapt. They don’t just follow orders, they suggest better ones. Would you let your AI question your decisions? #TinpearAI #AITrends #FutureOfWork


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The Book of Czar; Chapter 28 vs 12 - 14 ==== Keep your head CLEAN Hold no grudges. Have no envy Do not compete just for the sake of Competition (only people with scarcity mindset do this. Breathe. There is abundance) …all the above will hinder your growth because bad…


The only legitimate way to speed is focus and consistency. You slowing speed up when you focus on consistency.


Lecturers/Academicians are grossly underpaid in this country.

Lawyers are grossly underpaid in this country. 😪



Chinonso Okereke أعاد

Do you know that Smart factories aren’t just run by robots, they’re powered by AI frameworks. The most advanced systems follow a 3-part structure: • Knowledge Module (rules & logic) • Data Module (real-time sensors, logs) • Model Module (machine learning core)


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Things that didn't exist three months ago: - GPT-5 (Instant, Thinking, Mini, Nano, Pro) - GPT-5 Codex - GPT-OSS (120b & 20b) - Opus 4.1 - Genie 3 - Sora 2 - Sonnet 4.5 - Nano-banana - Seedream 4.0 I like doing these from time to time to feel the acceleration


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New slur dropped: Landing page dev

Landing page devs dont know git in my exp.



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there's only one way to remain relevant and profitable in AI... and it's REALLY important, so listen to this obsessing over "mastering" ChatGPT, Sora, or ElevenLabs will take you nowhere, it's a completely wrong approach simply because we're in a market that changes every 3…


Chinonso Okereke أعاد

The layoff wave tells two stories, not one. Tech giants like Amazon, Meta, and Microsoft are cutting to fund GPU purchases. Their revenues are growing. Their stock prices are climbing. They're firing people to free up cash for compute. This isn't cost-cutting during a downturn.…

Recent Layoff Announcements: 1. UPS: 48,000 employees 2. Amazon: Up to 30,000 employees 3. Intel: 24,000 employees 4. Nestle: 16,000 employees 5. Accenture: 11,000 employees 6. Ford: 11,000 employees 7. Novo Nordisk: 9,000 employees 8. Microsoft: 7,000 employees 9. PwC: 5,600…



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