Yes!!! Today is TestimOnia Fuesday. We're sharing reviews from our previous clients across different countries.
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Find the link in the next slide & https://t.co/u7vwz8Ga9O 2NXhRZ2tr1.
It's time to grow in 2026
#QUINSA2026
Young people, please remember you are African.
There is a culture of respect we were raised with. You don’t wake up one morning and start calling your uncle by his first name because you watched some Western movies on Netflix.
Mr Tony is not your mate. 😭
Yes, some traditions need to go. But must we throw away every good value because we are trying so hard to be “woke”?
Respect your elders. Honour your culture. You are African. Act like it.
Let me pray this for someone out there. It’s not for everyone. “Very soon, those who did not believe in you, and looked down on you, will look up to you.” And when that time comes, instead of paying them back, you will do them good and show mercy”
@thekorahq Nigeria is on the map of Africa for a reason. The best infrastructure and resource for combating fraud lies here within our reach and in channels unexplored.
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.
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Welcome to the future!
Help us wish Dave Meyer a very happy 86th birthday! We’re so grateful for his life, his example of faith, and the many years he has faithful ministry with Joyce. Join us in celebrating Dave today!
Isaiah 3:10-11 (NKJV) 10 “Say to the righteous that [it shall be] well [with them,] For they shall eat the fruit of their doings.
11 Woe to the wicked! [It shall be] ill [with him,] For the reward of his hands shall be given him.