xrtm 0.10.0

The xRtm Framework (Generative Forecasting).

XRTM v0.9.2 — AI for Event Forecasting

XRTM runs event-forecasting workflows from the command line. Uses any OpenAI-compatible endpoint.

Install

pip install xrtm

Python >=3.11,<3.14.

Quick Start

export OPENAI_API_KEY="sk-..."
xrtm start

With a specific model:

xrtm start --model your-model --base-url $OPENAI_BASE_URL --limit 10

Commands

Command	What it does
xrtm start	Run forecasts (requires OPENAI_API_KEY)
xrtm doctor	Check Python, packages, imports
xrtm runs show --latest	Inspect the most recent run

Run Artifacts

Each run produces these files in runs/<run-id>/: run.json, eval.json, train.json, forecasts.jsonl, report.html, provider.json, questions.jsonl

XRTM Ecosystem

Package	Role
xrtm-data	Schemas & question sources
xrtm-eval	Scoring (Brier, ECE, LogScore)
xrtm-forecast	Runtime engine (agents, providers, topologies)
xrtm-train	Backtesting & optimization
xrtm	Product CLI (this package)

License

Apache 2.0