Overview
This dummy project imagines a compact toolkit for researchers who need to inspect activations, compare runs, and capture observations without jumping between too many disconnected scripts. The goal is not just analysis, but a cleaner workflow that can survive repeated use.
Problem
Interpretability work often starts as scattered experiments. One notebook handles activations, another charts attention, and a third stores quick comparisons. Over time the process becomes difficult to reuse, and useful observations disappear into ad hoc files.
Approach
The project groups common tasks into one minimal interface: loading checkpoints, selecting layers, comparing tokens, and exporting snapshots of findings. The emphasis is not on heavy productization, but on reducing friction for recurring analysis.
Outcome
If built out further, the toolkit would shorten the path from a question to a reproducible inspection pass. It would also make it easier to share findings internally without having to hand over a fragile notebook chain every time.