Hello folks,
The Africa Deep Tech Challenge 2026 is here. This year’s theme is The Laptop LLM Challenge: local, on-device AI for the hardware people already have.
We are organizing this competition to surface the best talent and ideas tackling frontier problems in local inference.
The challenge asks builders to create useful language-model applications that run fully offline on standard laptops: 8GB RAM, integrated graphics, no cloud dependency, and no API fees.
Participants submit a working prototype through an open-source GitHub repo.
Submissions are scored on accuracy, speed, and efficiency, with strict resource limits.
The total prize pool is $20,000.
If you are working on local inference, quantization, edge computing, model optimization, or practical deep tech infrastructure, this is worth your attention.
Deadline for submission: August 25, 2026.
Apply here: https://t.co/iv2zdbK2yM
Don't give up. Try everything. Exhaust every option. Knock on every door. Ask and ask again. Keep going even when you're tired. Be pertinacious with your efforts, your thoughts, your prayers, your kindness, your love, your work. You are incredibly capable.
@pankajdoharey This then begs the question: “how does one get to that level?” Because it seems everyone is stuck fighting for the bottom while a few skilled/talented people are on top.
Honest question: Why do I see many engineers/researchers at the "top" of their game with <10 repositories on GitHub? Sometimes there's little to no public profile/internet activity. What am I missing here?
Be visibly competent.
If you have skills but others do not know about them, you will never get the opportunities you deserve. Make your abilities visible, and ensure that what you bring to the table is impossible to ignore.
Honest question: Why do I see many engineers/researchers at the "top" of their game with <10 repositories on GitHub? Sometimes there's little to no public profile/internet activity. What am I missing here?