
Intelligence That Ships, Not Just Experiments
Machine learning pipelines, LLM integration, data engineering.
Production AI systems, not notebook demos
LLM integration with safety guardrails
RAG pipeline architecture
MLOps and model monitoring
Real AI products shipped across our ventures
A HavenWizards AI/ML Engineer builds intelligence that ships to production — not Jupyter notebooks that sit in research. They design LLM integration patterns, build AI-powered features with proper guardrails, and deploy machine learning pipelines that run reliably at scale. Every AI feature ships with content governance (prompt validation, output sanitization, cost tracking) and is monitored for quality degradation. They understand that AI in production means handling failures gracefully, not just getting the happy path working.
Every role ships with our DIOSH governance framework — structured onboarding, quality gates, and delivery accountability from day one.