TIER 1Weather-intelligence pipeline

Weatherise

A weather-intelligence pipeline built at the Vietnam AI Open Hackathon (NVIDIA / OpenACC). REST data sources and NVIDIA Earth-2 surrogate models feed a multi-agent chain running on Nemotron Ultra, with a Qdrant vector database supporting retrieval-augmented generation over the ingested data.

Provenance

Role
Team — LLMOps & Backend AI Engineering
Period
9–11 June 2026
Built at
Vietnam AI Open Hackathon (NVIDIA / OpenACC)
Stack
Python · Qdrant · NVIDIA Earth-2 surrogates · Nemotron Ultra · MCP · REST sources

Architecture Pattern

Multi-agent routing chain over surrogate models with vector retrieval

Ingestion combines REST meteorological sources with NVIDIA Earth-2 surrogate models, and an MCP host carries the ingested data forward. Retrieved context is held in a Qdrant vector database and supplied to a multi-agent routing chain on Nemotron Ultra, which composes the response. Built and demonstrated across the three days of the hackathon, where the team was selected as one of ten from roughly a hundred registrants to compete.

MCP Integration

An MCP host feeds ingested meteorological data forward into the agent chain