thesean 0.1.4

Regression investigation harness for ML pipelines

TheSean

A regression investigation harness for ML pipelines, latent action systems, and world models.

TheSean runs paired A/B evaluations across ML/world model experiments, detects regressions, and provides an interactive investigation workbench for debugging episode-level divergences.

What it does

• Configure A/B experiment pairs with different weights, planners, or configs
• Run paired evaluations with live telemetry
• Detect regressions via bootstrap significance testing across 5 metrics
• Drill into individual episodes with signal timelines and event detection

Quickstart

Python 3.10+ required.

Install

pip install thesean

Prerequisites: TheSean requires an ML repo with a compatible adapter.

The only available adapter is for f1worldmodel.

Clone the repo and follow its README to install dependencies.

Run

cd into the ML repo project root:

Example:

  cd f1worldmodel
  thesean

This launches the TUI. From there:

1. Select or create a case.
2. Pick a track, configure Run A (baseline) and Run B (candidate) with different checkpoints or planner settings
3. Run the evaluation
4. View the verdict and drill into episodes to investigate divergences

Available Adapters

Adapter	Repo	Status
f1	justinsiek/f1worldmodel	Beta

Status

Beta. APIs may change.

License

MIT