labs.superml.dev
Interactive AI/ML
Labs & Showcases
Hands-on experiments and live demos. Each lab bundles multiple showcases so you can see models, prompts, and pipelines in action.
NL-2-SQL Lab
Translate natural language questions into SQL queries using AI. Explore different models, prompting strategies, and query optimization techniques.
Fraud Detection Lab
Production-grade credit card fraud detection system — real-time ML ensemble, graph neural networks for fraud ring detection, and <50ms decision latency.
Agentic Fraud Lab
When the fraud agent writes its own rules — an 8-agent pipeline that mines patterns, drafts rule DSL, backtests, routes to human review, and ships to production. Inspired by CommBank.
Ontology & AI Pipeline Lab
Build an open source ontology and production AI pipeline with schema contracts, ontology versioning, tool routing, evaluation gates, and release governance.
More labs coming soon
RAG · Agents · Vision · Fine-tuning