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It is official. I am embarking on the most significant challenge of my career: I am building a functional LLM from scratch. I need your support to see this through.
Kindly repost and drop a comment thank you! 👏❤️
Kingslee 🇳🇬 retweeted
My next arc is actually wild bro.
Made Tech lead at work and I have to make decisions and be on top of the radar now, talk to leadership and shit. Why??!!
Was so fun being under the radar bro 😭😭.
Kingslee 🇳🇬 retweeted
I'm excited to share that I'll be speaking at the GSDC Certified Learning Masterclass Series on AI & Change Management, hosted by the Global Skill Development Council (GSDC), a US-based organization.
I'll be speaking on “Managing the Change to AI: Adoption of AI Tools Themselves.”
📅 Date: October 1, 2026
⏰ Time: 3:30 PM WAT | 10:30 AM EDT | 8:00 PM IST
If you're interested in AI adoption, change management, or the future of work, I'd love to have you join the session.
Use this code: AUTOAI200 to register for free.
gsdcouncil.org/upcoming-even…
See you there!
I'm excited to share that I'll be speaking at the GSDC Certified Learning Masterclass Series on AI & Change Management, hosted by the Global Skill Development Council (GSDC), a US-based organization.
I'll be speaking on “Managing the Change to AI: Adoption of AI Tools Themselves.”
📅 Date: October 1, 2026
⏰ Time: 3:30 PM WAT | 10:30 AM EDT | 8:00 PM IST
If you're interested in AI adoption, change management, or the future of work, I'd love to have you join the session.
Use this code: AUTOAI200 to register for free.
gsdcouncil.org/upcoming-even…
See you there!
Kingslee 🇳🇬 retweeted
Gov Peter Obi pays N1.2bn to Anambra pensioners making it N33bn committed to clearing arrears owed since 1996
Kingslee 🇳🇬 retweeted
Anambra Governor Peter Obi presents another cheque of N2 Billion for the rehabilitation of Government owned Primary Schools
Kingslee 🇳🇬 retweeted
This stellar performance bears testimony to my insistence that Governor Peter Obi, the good man I succeeded, gave our state his all.
Kingslee 🇳🇬 retweeted
Governor Peter Obi takes delivery of 500 locally-manufactured buses for public & private secondary schools in Anambra State.
Kingslee 🇳🇬 retweeted
Peter Obi engineered the birth of modern Anambra State... Every great edifice stands on a solid foundation
Kingslee 🇳🇬 retweeted
Obi Awarded Best Governor By The Bill And Melinda Gates Foundation: Anambra State governor, Mr Peter Obi, yest... bit.ly/17URBkD
Debunking the Phantom Debts and Ecological Loan Fallacy
My attention has been drawn to trending claims by the Anambra State Government that my administration left behind inherited debts, including a ₦2 billion ecological loan, contractor liabilities, and unpaid salaries, gratuities, and pensions. This is completely false.
We systematically liquidated historical gratuities and arrears dating back several years, amounting to over ₦35 billion. At the point of handover, the state owed nothing in salaries, gratuities, or pensions, nor did we owe anything to any contractor for projects duly executed and certified.
The ₦2 billion ecological fund in question was released barely three months before the end of my tenure for the Oko/Umuchiana erosion crisis. Despite pressure to spend the money, I refused, insisting that it should be left for my successor because government is a continuum and the funds were tied to a specific project.
The money was therefore left 100 per cent intact in First Bank, in Account No. 2018779464, with a balance of over ₦2.13 billion.
It is important to stress that funds tied to specific projects or set aside for particular purposes were not even included in the over ₦75 billion in savings we left behind.
If anybody can establish anything to the contrary, I will stop campaigning. -PO
Kingslee 🇳🇬 retweeted
I’ve always looked at how we pass along information. The patterns we use, and the way we use them.
It’s important that we recognize these patterns if we intend to change how things are done.
Currently, there is a major decline in the number of people willing to read and study intensively to acquire information, especially when it comes to technology. This isn’t out of the blue or random. It is partly a result of our exposure to a culture built around speed, convenience, and things that offer fast rewards.
But it’s also true that the methods through which we learn have changed, and we cannot afford to turn a blind eye to that.
By November, I’ll be convening a conference for young adults and adults alike. A conference to reintroduce people to the possibilities of technology, redefine our approach to learning, and demystify the barriers to entry into the technology space.
The future is being built.
Be part of the build. Get introduced to technology.
Introductory Technology, November 21, 2026.
Anticipate IntroTech, Awka, Anambra State, Nigeria.
Kingslee 🇳🇬 retweeted
Shout out to @davydavincii. The design chief responsible for the work going on here 👏🏽👏🏽
I’ve always looked at how we pass along information. The patterns we use, and the way we use them.
It’s important that we recognize these patterns if we intend to change how things are done.
Currently, there is a major decline in the number of people willing to read and study intensively to acquire information, especially when it comes to technology. This isn’t out of the blue or random. It is partly a result of our exposure to a culture built around speed, convenience, and things that offer fast rewards.
But it’s also true that the methods through which we learn have changed, and we cannot afford to turn a blind eye to that.
By November, I’ll be convening a conference for young adults and adults alike. A conference to reintroduce people to the possibilities of technology, redefine our approach to learning, and demystify the barriers to entry into the technology space.
The future is being built.
Be part of the build. Get introduced to technology.
Introductory Technology, November 21, 2026.
Anticipate IntroTech, Awka, Anambra State, Nigeria.
Kingslee 🇳🇬 retweeted
Replying to @theKingslee
One under-discussed risk is Africa's massive brain drain of AI talent.
skilled engineers keep leaving for better pay and tools abroad, which weakens local innovation and leaves the continent even more dependent on outside models and companies.
Kingslee 🇳🇬 retweeted
Replying to @theKingslee
I finally came around to reading this, and it did not disappoint. Fantastic read! History is written by the victors, but the future is also created by them. Africa will have to violently force its way into the stage if it's to not be entirely lost in the new world order.
NVIDIA Q2 Fiscal 2027 financial result
NVIDIA’s latest earnings show that AI demand is still going strong:
Revenue: $96.2B, +106% YoY
Adjusted EPS: $2.22, +120%
Data Center revenue: $89B
Free cash flow: $21.34B
And the momentum isn’t slowing. NVIDIA expects Q3 revenue to reach up to $110.16B, while its AI infrastructure expansion with AWS points to even more GPU demand ahead.
Explore NVIDIA’s tokenized stock on Roqqu with 0 fees.
We trained 3 versions of a GPT-1-style language model from scratch.
During our qualitative checks, we found great coherent language generation, with strong real-word ratios and Type-Token Ratio (TTR) across checkpoints.
At first glance, the results looked promising, but we weren’t satisfied with just looking at what the model could generate. We needed to understand what was happening beneath the generation.
We went deeper into the model’s internal representations to investigate what it had actually learned and whether its internal structure reflected the capabilities we were observing at the surface.
And this is where things got interesting.
The model’s observable performance told only part of the story. There was a gap between what the model could appear to do and what its internal representations and capabilities suggested it had actually learned.
We explore this in our latest research article, where we analyze a 30M-parameter GPT-1-style Transformer trained entirely from scratch. I’d genuinely love to hear from researchers, ML engineers, and anyone interested in understanding what happens inside language models.
Full report. 👇
medium.com/@obizzkingsley/wh…





















