Showing 8 experiments
marimo

Comparing LLM Models for WRI tasks

Interactive tool for sending the same prompt to multiple LLMs in parallel and comparing responses, latency, token usage, and cost. Uses LiteLLM + OpenRouter for model access and Langfuse for observability.

marimo

WRI Assets Locator

Fetches information about various WRI assets (currently datasets) and displays them visually for a user to search and explore.

prototype

AI Provisioning Guide

Interactive tool for navigating AI provisioning decisions. Includes a constraint-based decision wizard, TCO calculator with adjustable assumptions, side-by-side method comparison, and a basic reference guide.

prototype

Semantic Document Search

Client-side semantic search tool for PDF documents using browser-based embeddings. Upload a PDF, search by meaning, and see relevant pages highlighted in a visual heatmap.

prototype

MCP Web Map

Chat interface for MapLibre GL JS maps, built to test whether MCP running in a web worker is a viable architecture for browser-based LLM tool calling.

spike

Deforestation Alerts Baseline Analysis

A proof-of-concept pipeline for generating policy-oriented deforestation alert summaries for Places to Watch sites. Queries the GFW Integrated Alerts API to build a temporal baseline, analyzes a target month against it, and produces a narrative via LLM. Implemented for Tesso Nilo National Park, Indonesia (July 2023).