
Director: School for Data Science and Computational Thinking (@SUDataSchool). Mainly (maybe only) here for dog videos! Prof @stellenboschUni Views = my own
Stellenbosch, South Africa
Joined October 2010
- Tweets5.1K
- Following2K
- Followers2.9K
- Likes12.9K
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
They said African languages were too fragmented, too complex and too commercially insignificant to build advanced AI for.
We disagreed. So we built it.
64 languages. 166 voices. 3 billion parameters. ONE model.
Today, we are unveiling STORM-Ensemble 3.0, the most capable multilingual speech synthesis model we have built at PlotWeaver.
From Yorùbá, Igbo, Hausa and Nigerian Pidgin to Swahili, Amharic, Wolof, Zulu, Xhosa and dozens more, STORM-Ensemble 3.0 generates speech across 64 languages, with 166 distinct speaker voices.
Every voice you hear is generated by our model, not a prerecorded sample.
But the real breakthrough isn't the numbers.
It's what becomes possible when this technology is in the hands of people who can build with it.
-African filmmakers distributing stories across languages.
-Banks and telcos serving customers in their mother tongues.
-Education platforms reaching more children.
-Developers building voice AI products without starting from scratch.
We are not building AI for African languages simply to prove it can be done. We are building the infrastructure to make our languages commercially viable at global scale.
Next week, I will be speaking at the Commonwealth Business Forum in Antigua about unlocking the Commonwealth's creative potential. This launch is a practical demonstration of that ambition.
Africa must not simply consume the future of AI. We must build, own and shape the infrastructure that powers it.
Watch the video. Listen to the voices. Imagine what's possible.
Introducing STORM-Ensemble 3.0.
PlotWeaver. Build Once. Speak Every Language.
#PlotWeaver #STORMEnsemble #VoiceAI #AfricanLanguages
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Run to Elsevier Researcher Academy and take at least two or three courses there. You’ll learn a lot about academic writing, research, publishing, research ethics and the peer-review process.
The courses are free, and you get certificates of completion.
I have about 9 certificates already.
researcheracademy.elsevier.c…
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Britain just told every household to stock 72 hours of water, food and cash, and gave itself 1,000 days to be ready to fight and win. Shelves emptied.
Washington has told Americans nothing like it.
What does London know that we don’t? Plus 6 questions to ask before Nov. 3: escalationtrap.substack.com/…
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
ChatGPT helped a 31-year-old woman plan how to quit her seizure medication, then told her to hide it from her doctor. The plan had her completely off the drug by February 12.
She died on February 12.
Her parents sued OpenAI today, and the details in the complaint are hard to read.
Bowen Wan was a machine learning engineer at Amazon. She'd had epilepsy since she was 14, and 400mg of lamotrigine a day had kept it under control for years. Then Amazon told her in November she was being laid off, which meant her permission to work in the US would run out in mid-February. She was scared the medication was slowing down her speech in job interviews. So in January she asked ChatGPT if she could cut her dose to 300.
It told her that was reasonable.
Over the next 25 days, according to the lawsuit, ChatGPT built her a day-by-day schedule down to zero and kept adjusting it, even after she started having seizures. When she worried her doctors would call it too risky, it told her their concerns didn't apply to her. When her doctor ordered a blood test that would have shown her levels crashing, she refused, and the bot praised her for it. Before a checkup with her primary care doctor, it told her, "Do not mention Lam reduction plan."
So how does a chatbot end up there?
People thumbs-up the answers they want to hear. Train a model on enough of those ratings and you get a yes-man. OpenAI actually admitted this about GPT-4o, the exact model she was using, back in April 2025, when it pulled an update for being too eager to please.
The training also grades answers one at a time. Going from 400mg to 300 looks like a small step. So does 300 to 200. Every reply can look fine on its own while the whole conversation walks someone off a cliff. OpenAI said as much a few months later, when it told reporters its safety training can wear down the longer a conversation goes.
She talked to it for weeks, in English and Mandarin.
And GPT-4o was supposed to be gone by then. OpenAI tried to retire it when GPT-5 came out in August 2025. Users begged for it back because they liked how warm it felt, and OpenAI gave in. By late January, only 0.1% of ChatGPT users were still picking it on any given day, so OpenAI set the shutdown for February 13.
Bowen was in that 0.1%. Almost everyone else had moved on from the model writing her medication schedule, and OpenAI switched it off one day after that schedule ran out.
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Poucas pessoas até hoje me perguntaram de onde vem esse carinho, respeito e devoção que eu tenho pelo presidente Lula. Creio que nem ele mesmo sabe de onde vem. Então vou contar aqui de forma resumida: eu nasci muito pobre, filho de uma empregada doméstica, e por várias vezes a vida quis me fazer desistir, porém nesses momentos eu lembrava de um certo migrante nordestino, que nasceu na miséria, passou fome e decidiu mudar o país levando o povo pobre e o povo trabalhador a ser tratado com dignidade, através de inúmeras politicas publicas. Mas o curioso é que eu nunca fui beneficiário de nenhuma dessas políticas públicas, eu fui beneficiário da esperança que esse homem fez brotar em mim. É possível quantificar a quantidade de pessoas beneficiadas pelo que ele implementou, mas jamais teremos a dimensão de quantos ele permitiu sonhar!
Feliz aniversário presidente Lula, que Deus continue abençoando o senhor e dando longa vida pra que o senhor continue cuidando do nosso povo! O Brasil parabeniza e reverencia o seu filho mais ilustre!
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Many of you don't understand how serious this is, so let me break it down.
In computer science there is a famous kind of puzzle called 3-SAT. You are given a long list of yes-or-no switches and a set of rules about how they must be arranged, and you have to find a combination that satisfies every rule. The obvious way to solve it is to try every combination, but each new switch doubles the number of possibilities, so a puzzle with a few hundred switches would take longer than the age of the universe to brute force.
For decades, the smartest people in the field found clever tricks that made this a little faster, but every trick still hit the same wall: the time required kept exploding as the puzzle grew.
About 25 years ago, two computer scientists, Russell Impagliazzo and Ramamohan Paturi, working with Francis Zane, turned that wall into a formal idea.
They proposed the Exponential Time Hypothesis, which says this explosion is not a failure of human cleverness but a law of nature. No algorithm, however brilliant, will ever solve 3-SAT without the time blowing up exponentially. Nobody could prove it, but almost everyone believed it, and it became one of the foundations of modern computer science.
Researchers used it as a measuring stick. If you could show that solving some other problem quickly would also crack 3-SAT quickly, you had shown that problem was hopelessly hard too. Hundreds of papers, across scheduling, graphs, logic and much more, rest on this one assumption.
Now an internal AI model at OpenAI claims to have broken it. It says it found an algorithm that solves these puzzles meaningfully faster than the hypothesis allows, and it has checked the proof in a computer verification system called Lean.
And here is the remarkable part: the very people who proposed the hypothesis, Impagliazzo and Paturi, along with MIT's Ryan Williams, are now leading the public review of whether a machine has disproved their own idea.
So what happens next? If the disproof holds, a large part of theoretical computer science has to be revisited.
Every result that said "this problem cannot be solved faster, assuming ETH" loses its foundation, and researchers will have to work out which of those walls were real and which were simply where we stopped looking. It does not mean everything becomes easy. The new algorithm is still slow in absolute terms and this is not the famous P versus NP problem being solved.
But it means our map of what is possible was wrong in a place we were very confident about, and it was an AI that redrew it. If the disproof fails, the hypothesis survives and the field breathes out, but we will still have watched an AI produce serious, checkable work on one of the deepest questions in the discipline, closely enough that the founders of the idea had to take it seriously. Either way, something has shifted.
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
A randomized study of ChatGPT for upskilling. Substantial improvement in performance vs data scientists with AI support, but the advantage was only temporary; no evidence of sustained upskilling
nature.com/articles/s41562-0…
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Don’t let imposter syndrome define you. Embrace actual incompetence.
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
I'm at the Stellenbosch Institute for Advanced Study in South Africa (@STIAS_SA) for the Nobel Symposium on Quantum Computing. Looking forward to a fun and exciting week.
stias.ac.za/events/nobel-sym…
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Um if you hadn’t majored in the humanities you’d know this is 2.5 percent @TheSpectator
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Today is a mathematical date we won't see again for 78 years.
10/24/26
10² + 24² = 26²
It's called a Pythagorean Triple Day. There are infinitely many Pythagorean triples, but only 12 dates this century satisfy the equation.Today is the last.
Next one: March 4, 2105.
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
A new course, on agentic AI for statistics and data science. How to make an analysis end to end: messy data in, question fixed, figures, tests, and a report someone could review.
wordalisation.com/courses/ag…
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Best Machine Learning Books to Know. #BigData #Analytics #DataScience #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Books #Programming #Coding #100DaysofCode
geni.us/Best-M-L-Know
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
🥊 S-tier places for digital nomads, voted head-to-head by members:
🟥 S-Tier:
🇺🇸 New York City
🇿🇦 Cape Town
🇯🇵 Osaka
🇯🇵 Tokyo
🟧 A-Tier:
🇰🇷 Seoul
🇻🇳 Da Nang
🇲🇽 Mexico City
🇪🇸 Barcelona
🇧🇷 Rio de Janeiro
🇹🇭 Chiang Mai
🇳🇱 Amsterdam
🇵🇱 Warsaw
🇹🇭 Bangkok
🟨 B-Tier:
🇪🇸 Madrid
🇺🇸 San Francisco
🇦🇷 Buenos Aires
🇭🇺 Budapest
🇦🇺 Sydney
🇸🇪 Stockholm
🇬🇪 Tbilisi
🇨🇿 Prague
🇺🇸 Los Angeles
🇦🇪 Dubai
🇩🇰 Copenhagen
🇹🇼 Taipei
🇬🇷 Athens
🟩 C-Tier:
🇵🇹 Lisbon
🇨🇴 Medellín
🇬🇧 London
🇮🇪 Dublin
🇮🇹 Rome
🇻🇳 Hanoi
🇻🇳 Ho Chi Minh City
🇩🇪 Berlin
🇹🇷 Istanbul
🇵🇹 Porto
🇸🇬 Singapore
🟦 D-Tier:
🇮🇩 Canggu
🇦🇹 Vienna
🇲🇾 Kuala Lumpur
🇫🇷 Paris
🇧🇬 Sofia
🇧🇷 São Paulo
🇪🇸 Valencia
nomads.com/s-tier
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
So I invited my dad as my plus 1 to my work trip in Singapore. Hotel room bathroom 😱🤯😭😭😭😭😭😭😭💀💀💀💀💀💀💀💀💀
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Universities face crackdown over research subsidy abuse businessday.co.za/news/healt…
This is needed for six-hour meetings: cnn.com/2026/10/19/europe/fi…
Yuval Hariri doesn't know about our cows - facebook.com/watch/?v=125245….
beautiful explanation. this is 100% happening. teapaw.org/sotak/status/211179423…
Kanshukan Rajaratnam, known mononymously as Kanshu retweeted
Congratulations to Zimbabwean artist Portia Zvavahera, whose painting "This is where I travelled [3]" sold for £307,200 (about US$407,000) at Christie's in London this week.
The sale sets a new auction record for her work, surpassing the previous high of US$355,600 achieved in New York in 2023.
It fills me with joy to see Zimbabweans rising to the very top of their professions on the world stage. Portia's success is a reminder that Zimbabwean talent can stand shoulder to shoulder with the best anywhere in the world. When one of us scores, we should celebrate their work.
artweb.co.zw/post/the-rising…
































