Digital Minds Research Sprint report on how language changes AI-wellbeing self-report measurements across three open models. Includes a released dataset and follow-up audits. Participant research, rather than an Apart Research publication.
Companion codeEarlier write-up comparing inoculation prompting and counterfactual reflection training through behavioral and mechanistic tests. The subsequent multi-seed study was accepted to BlackboxNLP 2026; its accepted-paper abstract contains the updated results.
Companion codeCase study on why AI coding agents need eval-first engineering and how coding agents should code agents.
Public writeup on wording confounds in contrastive activation extraction across 6 traits and 2 open-weight models. Companion to the Deconfounding Contrastive Interpretability project.
Companion codePublic writeup on mechanism-specific limits of introspective tamper detection in Qwen3-8B. Companion to the Neuron Suppression Awareness project.
Companion code"Make it work. Make it right. Make it fast. In that order."