Machine learning, GPUs and open source. Open-weights safety and moderation models for Indian languages and Hinglish, PII detection for Indian ID formats, small encoders that hold their own against LLM judges, and honest held-out evaluation. Explaining how models actually work on YouTube (Latent AI Labs).