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Goodfire Research

Models know when they’re reward hacking — and we can catch them at scale - Goodfire Forking Fast: Efficiently Estimating Uncertainty Dynamics in Text Generation Steering Along Manifolds to Control Neural Networks Uncovering Neural Geometry in Vision Models With Block-Sparse Featurizers Uncovering Neural Geometry in Vision Models With Block-Sparse Featurizers Meandering on Manifolds: The Neural Geometry of Stories Over Time The Neural Geometry Series Can SAEs Capture Neural Geometry? A Geometric Calculator Inside a Neural Network Meandering on Manifolds: The Neural Geometry of Stories Over Time Interpreting Language Model Parameters Predictive Data Debugging: Reveal and Shape What Your Model Learns, Before You Train Predictive Data Debugging: Reveal and Shape What Your Model Learns, Before You Train Logits as a new monitor for evaluation awareness Predicting Rare LLM Failures with 30× Fewer Rollouts Logits as a new monitor for evaluation awareness Predicting Rare LLM Failures with 30× Fewer Rollouts The Shape of Stories Inside Neural Networks Why Larger Models Learn More: Effects of Capacity, Interference, and Rare-Task Retention Can SAEs Capture Neural Geometry? Steering Along Manifolds to Control Neural Networks A Geometric Calculator Inside a Neural Network The Neural Geometry Series The World Inside Neural Networks The World Inside Neural Networks Verbalized Eval Awareness Inflates Measured Safety Verbalized Eval Awareness Inflates Measured Safety Paper Summary: Interpreting Language Model Parameters Paper Summary: Interpreting Language Model Parameters Interpreting Language Model Parameters
Why Larger Models Learn More: Effects of Capacity, Interf...
Jing Huang, · 2026-06-11 · via Goodfire Research

This page should redirect you to arXiv.

Research

Uncovering Neural Geometry in Vision Models With Block-Sparse Featurizers

July 7, 2026

Meandering on Manifolds: The Neural Geometry of Stories Over Time

June 23, 2026

Predictive Data Debugging: Reveal and Shape What Your Model Learns, Before You Train

June 11, 2026

The platform for intentional model design

Silico lets you build AI models with the precision of written software. See what models have learned, find undesired behavior, and make targeted interventions to improve performance.

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