Dr. Kehinde Durojaye™

l dislike injustice, but embrace equity. I believe nothing is impossible!

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@razorblade300 Una go see upscaled shege.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@Evadon_Trendz Babanla nonsense...(in Fela's voice)

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@trinityguy83001 Kindly take this comment as an advice that this type of content is out of place. It is not good for public consumption. Endeavor to create contents that will show you're morally creative.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@AishaYesufu Many people don't know that it's unethical to record people, audio or video, without their consent. Meanwhile, some mobile phones record by default.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@Peter4Nigeria I agree. Our feelings for life and humanity has vanished. We have normalized the unjust loss of life by any means in our space.

This new orientation and belief, caused by our leaders and the political class, has turned us to a different specie entirely.

Every life matters!

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@KNakanye I guess that's a drama presentation. I like the concept sha. Thinking in that direction shows creativity.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@yabaleftonline Teknologia...🤣

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@GossipMillNaija Family is everything.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@POLIGISTNIGERIA Truth be told! EOD.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@africatodayMG This is called showerphobia.
Hilarious 😂🤣

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@Peter4Nigeria @AAdeleke_01 @davido @Peter4Nigeria you be werey... 🤣
Congratulations to @AAdeleke_01

[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.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@MobilePunch Omo... I was scared! That was bravery indeed.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@DareHardy09 @Emmanuel_Tips @OfficialDSSNG @NuhuRibadu @PoliceNG @TunjiDisu1 @CspIniedu @Brightgoldenboy @aleeygiwa @PoliceNG_CRU @HQNigerianArmy @NigAirForce @NigerianNavy @DHQNigeria Your stupidity stinks.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@SeunDuro1 I agree.

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

But Sabinus no dey craze again na...him eye don clear.

[CHUKS 🍥 @ChuksEricE]

Sabinus returns to his native doctor after running måd for five years in exchange for wealth😭💔😂😂

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@lsfyeparipa @Mazi_Chinonso1 🤣

[Dr. Kehinde Durojaye™ @Ken_Durojaye]

@General_Somto Mad people everywhere.

[Ogbeni @OgbeniAdugbo]

Please say NO to drugs! No matter what it takes. Never go near them.

Be extremely careful about the friends you keep. Some are walking disasters. They’ll drag you into things your brain simply can’t handle.

Watch this video and see a young man in his prime, already ruined by drugs.

It’s heartbreaking and should be a wake-up call for all of us.