
Vasu Eda
4.7K posts

Vasu Eda
@VasuEda
Author of Get Job Ready (Penguin). Researching India’s innovation economy and youth employability. Book in progress: Innovation and the Future of India.



To train a GPT class 1T model from scratch - including failed runs, data acq+clean+rlhf, post-training, team/people will likely req $250M of compute on an aggressive 3-4mo schedule (i.e. more reserved GPUs), $500-600M all-in IF you do a dense one. MoE + fp8 will cut costs by 1/10th depending on how many active params you have. If you want SOTA however, the budgets go significantly higher on test-time compute, post-training RL, and data/synthetic generations..and v. high on talent. Maybe $2-4B all-in. After that comes serving the model. The talent is key to get to SOTA/beat it - and then you have to ensure this is useful enough to have inference vol over time - for which the capital will come if there is usage / TAM. So this is not as much about raising $50-60B, or raising it all at once as the OP says - we are investors in mistral, sarvam, reflection and anthropic - and they all scaled capital over time as models got adoption, but the early bottleneck is more on talent + GPUs at that scale where you can do interesting things.



Stop making loose comments. A foundational model needs 50/60b $ Huge hyper cloud capacity with hundreds of billion $











China didn’t build an economic miracle. It built the world’s biggest debt experiment. And experiments don’t last forever When growth is fueled by borrowing, every vacant illuminated skyscraper, highway, and ghost city comes with a bill. How long can they keep the illusion alive?





India’s only city where you can drink straight from the tap—no boiling, no filters, no fear. 💧 Puri transformed its broken water system into a 24×7, BIS-certified supply using smart pipelines, IoT monitoring, and community trust. From massive leakages to clean water at every tap, this isn’t just infrastructure—it’s belief restored. This Odisha Day, we ask — if one city can do it, why not others? #CleanWater #SustainableIndia #UrbanTransformation #OdishaDay #Odisha [Tap Water In India, Puri Water Project, Clean Drinking Water, Smart Water Management, Sustainable Cities, Odisha Day]

India’s fertility rate has fallen below replacement for the first time in the country’s history, declining from a TFR of 2.3 to 1.9 in just a decade. Delhi’s fertility rate now sits at 1.2, lower than Finland’s. Follow: @AFpost


Why "freebies"? - Because India has eradicated women's poverty through targeted programs in the last 12 years. - Because economic growth in democracies is not sustainable at very high levels of poverty (~30% in 2011/12) - Because not all "freebies" are alike. Some are distortionary, wasteful & some are hugely beneficial. #KnowIndia #KnowWelfare🇮🇳







