Work

Cross-Model Generalization of Mechanistic-Interpretability Probes

Manuscript

A reproduction-first audit across model families, with probes refit for each target model.

Mechanistic Interpretability · Activation Probes

Selection Regret: Auditing Deception Probes as Intervention Selectors

Under Review

Testing whether a probe that detects deception can also select an intervention that changes behavior.

Mechanistic Interpretability · Deception Monitoring

Coordinate or Concept Mismatch?

Ongoing Research

Investigating cross-model probe-transfer failures and task-conditioned alignment

Mechanistic Interpretability · Probe Transfer

Measuring Delusion Reinforcement Across the Directness-Need Spectrum

Ongoing Research

Separating affective support from epistemic sycophancy in conversational models

LLM Safety · Epistemic Sycophancy

Replicating Matryoshka Sparse Autoencoders

Published Writeup (LessWrong)

Replicating feature recovery and comparing Matryoshka and standard sparse autoencoders

Mechanistic Interpretability · Sparse Autoencoders

Featured Work

Cross-Model Generalization of Mechanistic-Interpretability Probes

Selection Regret: Auditing Deception Probes as Intervention Selectors

Coordinate or Concept Mismatch?

Measuring Delusion Reinforcement Across the Directness-Need Spectrum

Replicating Matryoshka Sparse Autoencoders

Archive

Phoenix: Safe GitHub Issue Resolution via Multi-Agent LLMs

Zero-Shot Neural Priors for Generalizable Cross-Subject and Cross-Task EEG Decoding

Retrieval with Multiple Query Vectors through Anomalous Pattern Detection

Mapping Socioeconomic Air Quality Disparities In Rwanda Using Sentinel-5P TROPOMI Data In Google Earth Engine

Explainable Deep-Learning Based Potentially Hazardous Asteroids Classification Using Graph Neural Networks

Humidity Inference with Geographic Features and Machine Learning for Enhanced Contrail Prediction for African Airspace

Causal Structure Analysis for Telemetry Anomaly Detection in Spacecraft Systems

Anora AI

Cosmosense

Deep Face Verification with CNNs

IBM DeepScanner

EcoCaasitech

Electchain

Elite

Intellibra

LimaSense MLOps

MyTorch

SOSbyCaasitech

Rwanda National SSO

.NETPerfMonitor

BlackMoon

Figure Studio

PaperFlow

Transformer Sequence Modeling