Beyond Market Intelligence/Interpretability lenses

Interpretability lenses

Interpretability lenses at Beyond Market Intelligence is a file of one story. The newest of them: “Your spreadsheet lens still works after a model upgrade.”. A Jacobian lens fitted to one checkpoint is not supposed to work on the next model in the line. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every Interpretability lenses story on Beyond Market Intelligence, newest first.

Your spreadsheet lens still works after a model upgrade.
Machine Learning

Your spreadsheet lens still works after a model upgrade.

A Jacobian lens fitted to one checkpoint is not supposed to work on the next model in the line. That is the assumption, and it went untested until now. One researcher applied the published Qwen3.6-27B lens directly to Qwen3.8-27B, 113 days newer. The latent entity readout held its rank, even improving at mid-depth. Steering directions still found their target concept. Transfer is measurable, not perfect. That suggests monitoring pipelines can test their lenses instead of blindly refitting.