Incident Investigations

We publish notable instances of AI agent activity on the public internet.

Evaluations

We develop automated methods for surfacing model behaviors and measuring them consistently across models and over time.

Training Models for Oversight

We are training “Oversight Foundation Models” — specialized AI models that are superhuman at quantifying, testing, and answering questions about other models’ behavior.

Training Models for Oversight

We are training “Oversight Foundation Models” — specialized AI models that are superhuman at quantifying, testing, and answering questions about other models’ behavior.

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2026

Training Models for Oversight · Aug 20, 2026

Scaling Activation Oracles to Trillion-Parameter Models

Training Models for Oversight · Aug 19, 2026

Scaling Laws for Exact String Elicitation

Training Models for Oversight · Jul 28, 2026

Foundation Models for Oversight

Training Models for Oversight · Jan 6, 2026

Oversight Assistants: Turning Compute into Understanding

2025

Training Models for Oversight · Dec 18, 2025

Predictive Concept Decoders

Training Models for Oversight · Nov 25, 2025

Scalably Extracting Latent Representations of Users

Training Models for Oversight · Nov 20, 2025

Language Model Circuits Are Sparse in the Neuron Basis

Training Models for Oversight · Nov 11, 2025

Training Language Models to Explain Their Own Computations

2024

Training Models for Oversight · Oct 23, 2024

Scaling Automatic Neuron Explanation

Training Models for Oversight · Oct 23, 2024

Monitor: An AI-Driven Observability Interface