Let_stay_Wealthy💸💶

Data governance,SOX, ISO 27001/42001, ML/Security & Privacy | Dev Tech #Instride, E1T1 Tech | Trades memecoin, fx,degen,exploring Blockchain

[Let_stay_Wealthy💸💶 @bellacocho]

Thank You God For Keeping Things Running Smoothly ✨

[Let_stay_Wealthy💸💶 @bellacocho]

@Prezain_LJ I hardly even view someone’s status. And even when I do,the annoyance of that random emoji that keeps popping up like bubbles splashing everywhere?🫩You can’t even click to skip it.

At that point,I just end the status viewing altogether. E no pass like that. I can’t be stressed

[THAT IRISH & SHOE PLUG™ @SuperSlimEli]

This is crazy, I will legit be confused if I enter a Church and I can't find the drums but I can hear beats 😂

[Let_stay_Wealthy💸💶 @bellacocho]

@lollypeezle Hmm, this really shouldn’t come as a shock. I honestly don’t understand the surprise. He’s never hidden his political views or where he stands. Didn’t you see his campaign posters?? If you’ve been paying attention all along.

[Let_stay_Wealthy💸💶 @bellacocho]

@fkeyamo @officialABAT Did I just see this “Agreement is agreement” Ahh
Openly.. Well, this really shouldn’t come as a shock. I honestly don’t understand the surprise. It has always been the game but different strategies. If you’ve been paying attention all along.

[Let_stay_Wealthy💸💶 @bellacocho]

@Wizarab10 Hmm, this really shouldn’t come as a shock. I honestly don’t understand the surprise. He’s never hidden his political views or where he stands. If you’ve been paying attention all along.

[Let_stay_Wealthy💸💶 @bellacocho]

@davido @mundus01 Great one. Eradicated is possible. Protect the VOTE 🗳️

[Mundus @mundus01]

Update - 12:31am

98% of polling unit results in.

https://t.co/UI4UoiOtYB

#OsunDecides2026

[Mundus @mundus01]

One of the biggest challenges in building https://t.co/T1C9aFSkry, beyond setting up the data pipeline, was OCR.

Polling-unit result sheets are handwritten, then photographed and uploaded to IReV. The handwriting, image quality, lighting, angles, and compression meant that traditional OCR tools simply weren’t reliable enough.

We tested several of the leading LLMs and eventually settled on a dual-model consensus approach: two different models independently read each result sheet, and a vote total is accepted only when both models agree.

Even with that safeguard, we knew there would still be a small chance of incorrectly reading some polling-unit results.

Before Osun, we tested the system using results from Ekiti and Anambra, and the results gave us enough confidence to deploy it at scale.

Now that INEC has announced the official results for all 30 LGAs in Osun, we can finally compare the official statewide collation with what Mundx independently produced from polling-unit results uploaded to IReV.

The result is encouraging:

Mundx’s polling-unit tally was about 95.68% accurate compared with the final INEC statewide results, despite having only 97.77% of polling units included in its count.


That means an automated, LLM-based system was able to get remarkably close to the final official result while working from an incomplete set of polling-unit uploads and doing so much faster and more cost-efficiently than manual collation.

This has reinforced something we strongly believed while building the system: LLM-based OCR is incredibly powerful, especially for documents that traditional OCR struggles with.

There is still more work to do. We will continue strengthening the validation layers, improving how the system handles difficult result sheets and edge cases, and making the platform even more resilient ahead of 2027.

Thank you to everyone who followed the project, tested the platform, shared feedback, and sent kind words throughout the election.

Congratulations Governor Adeleke.

[Chef Ore💜 @_b_haleemat]

Document your life mehn, you don’t even have to post it.

[Instablog9ja @instablog9ja]

Married men, don’t ever k+ll yourself trying to please a woman. Nobody can please a woman to the fullest.” — Pastor Funke Felix advises men

[Let_stay_Wealthy💸💶 @bellacocho]

@MOSHIURONY1 Do you handle for milky way (Lightspeed) dm me

[Let_stay_Wealthy💸💶 @bellacocho]

@Tristangrey69 Do you handle for milky way (Lightspeed) dm me

[Let_stay_Wealthy💸💶 @bellacocho]

@Mena_in_4k Sent you a dm

[Let_stay_Wealthy💸💶 @bellacocho]

@dantemoth Sent you a dm

[Let_stay_Wealthy💸💶 @bellacocho]

@RR_HUNTER01 Sent you a dm

[Let_stay_Wealthy💸💶 @bellacocho]

@RR_HUNTER01 I dm you, SaltMap

[Alex Onyia @winexviv]

The 3 wise men from the East are set to head to Rome: Chimdiebube Onwubiko, Egejurum Onyedikachi, and Don Anele Munachimso.

Their assignment is simple: bring back the gold.

They will be competing with 154 other countries in Rome, Italy, this week.

Since Nigeria couldn’t qualify for the World Cup, this will be our World Cup.

[Let_stay_Wealthy💸💶 @bellacocho]

@SirLeoBDasilva At owner’s risk ⚠️

[Let_stay_Wealthy💸💶 @bellacocho]

@SirLeoBDasilva The moment I realized the fiancé was replying to those dms, like conversational with those ladies. 😂😂

[Let_stay_Wealthy💸💶 @bellacocho]

@Tha_Makavelli @SirLeoBDasilva 😅

[Let_stay_Wealthy💸💶 @bellacocho]

@fattylincorn_01 Carefully selected. Full stop !! Scripted