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Add tooling to localize a model s self-model circuitry mechanistically.
Trend context: Circuit localization is a frontier 2026 interpretability goal.
Requirements
- Identify components contributing ...
enhancement
interpretability
research
Add mapping of sparse-autoencoder features to consciousness indicators.
Trend context: SAE feature dictionaries are a leading 2026 interpretability artifact.
Requirements
- Ingest SAE feature activations ...
enhancement
interpretability
research
Add a logit-lens trace of how predictions evolve across layers during introspective prompts.
Trend context: Logit lens is a popular 2026 mechanistic technique.
Requirements
- Per-layer logit projection ...
enhancement
interpretability
visualization
Add concept-activation-vector analysis for a self concept.
Trend context: CAVs (TCAV) are a 2026 standard for concept-level interpretability.
Requirements
- Learn a CAV for self-reference from examples ...
enhancement
interpretability
research
Add representation similarity analysis (RSA) comparing internal representations across models.
Trend context: RSA bridges neuroscience and ML interpretability in 2026.
Requirements
- Compute representational ...
enhancement
interpretability
research
🔴 Problem Attendees currently register for events using their email address, but there is no way for a user to see all
the events they have signed up for, nor can they cancel a booking if their plans change. ...
Add analysis of attention patterns for self-referential processing.
Trend context: Attention analysis is a 2026 lens on self-modeling.
Requirements
- Extract attention to self-referential tokens (when ...
enhancement
interpretability
research
Add probing classifiers over model hidden states (when accessible) to detect indicator-relevant representations.
Trend context: Probing classifiers are a core 2026 interpretability method.
Requirements ...
enhancement
interpretability
research
Summary
The public registration UI submit E2E test (web-frontend/e2e/registration-flow.spec.ts → * submits a public registration
and shows the email-confirmation success view *) cannot run headlessly ...

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