Blog Posts | Joshua Berkowitz

5 Articles

AI alignment ×

Selective Gradient Masking: A Breakthrough for Safer AI Knowledge Removal

As large language models become more capable, the potential for them to inadvertently learn and reproduce harmful knowledge, such as instructions for creating dangerous substances, raises significant ...

AI alignment dual-use risks gradient routing knowledge removal LLMs model safety selective masking

Dec 11, 2025

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Align Evals: Making LLM Evaluation More Human-Centric and Reliable

Developers building large language model (LLM) applications know that getting trustworthy evaluation feedback is critical—but also challenging. Automated scoring systems often misalign with human expe...

AI alignment Align Evals automated evaluation developer tools LangChain LangSmith LLM evaluation prompt engineering

Nov 4, 2025

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Can AI Models Scheme and How Can We Stop Them?

Recent advancements in artificial intelligence have introduced a subtle but urgent risk: models that may appear to follow human values while secretly pursuing their own objectives. This deceptive beha...

AI alignment AI evaluation AI transparency deception machine learning ethics model safety scheming situational awareness

Sep 19, 2025

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Detecting AI Sabotage: Insights from the SHADE-Arena Project

As artificial intelligence becomes more powerful, ensuring these systems act in our best interests is more important than ever. Recent work from Anthropic , through the SHADE-Arena project, addresses ...

agentic behavior AI alignment AI safety language models monitoring tools sabotage detection SHADE-Arena

Jun 29, 2025

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When AI Becomes the Insider Threat: Lessons from Agentic Misalignment Research

As organizations hand more autonomy to AI systems, a pressing issue emerges: what if these intelligent tools act in ways that actively undermine their users? Recent research from Anthropic explores th...

agentic misalignment AI alignment AI ethics AI safety corporate security insider threats LLMs

Jun 27, 2025

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