AI Engineer | I build the plumbing LLM apps run on: sandboxes, guardrails, inference benchmarks. 41 merged OSS PRs, saferun-ai on PyPI. Open to remote worldwide
Every "we have 600 GB of pooled VRAM" spreadsheet is fiction.
A model has to fit on ONE node before it can train on any of them. So the ceiling is your largest single GPU, not the sum.
I built a planner to compute this properly. Here's what it says. 🧵
@AleeeM1@RoboticswithV in delhi-NCR by any chance, builder community here is also strong and some of the promising AI labs of India are based out of this region!
@AsadSiddiiqui@kunalstwt@pratykumar yes the amount of work indus by sarvam is doing for free, none of agents platform at that scale along with that level of answers are giving it for free, deepseek, Z ai etc are good but very very slow there one answer equals 10 answers from this!!
Introducing e-means, an algorithm beating k-means in 10x fewer epochs.
With order of magnitude wall-clock speedups, e-means is released in FAISS and needs no hyperparameter tuning beyond k. It is robust to various scales and datasets. Still skeptical ? Just try e-means [1/10]🧵