A demo answers in a notebook. A production system runs a full stack — from raw data to a deployed, guarded, monitored answer. Watch a request flow all the way down.
Ground itReal data is indexed and retrieved (RAG).
Reason & guardLLMs/agents act; guardrails & eval keep it safe and measured.
Ship & watchDeployed with CI/CD, traced and cost-monitored.
The gap between a hobby project and a production AI engineer is everything below the LLM box — retrieval, guardrails, deployment and observability. FORGE is built around shipping this entire stack, four times over.