---
id: "/safety-security-interpretability/advanced/page/3/"
title: "Safety, security & interpretability for advanced learners · page 3"
url: "https://skillissue.dev/safety-security-interpretability/advanced/page/3/"
---

# Safety, security & interpretability for advanced learners

[Beginner](/safety-security-interpretability/beginner/index.md) [Intermediate](/safety-security-interpretability/intermediate/index.md) [Advanced](/safety-security-interpretability/advanced/index.md) [Expert](/safety-security-interpretability/expert/index.md)

71 resources · page 3 of 3

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### [Lost in the Middle](/security-and-red-teaming/safety-and-alignment-evals/lost-in-the-middle/index.md)

by [Nelson F. Liu et al. (Stanford University)](https://www.stanford.edu)

arXiv paper (2023) "Lost in the Middle", showing LLM accuracy drops for information placed mid-context.

Advanced learning_resource paper US en 

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### [MCP docs: Security best practices](/security-and-red-teaming/safety-and-alignment-evals/mcp-security-best-practices-2026-07-28/index.md)

by [Model Context Protocol](https://modelcontextprotocol.io)

MCP security best practices: mitigations for confused deputy, token passthrough and session hijacking attacks.

Advanced learning_resource docs Global en 

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### [Opacus](/security-and-red-teaming/safety-and-alignment-evals/opacus/index.md)

by [Meta (Opacus)](https://opacus.ai/)

Opacus: PyTorch library and tutorials for training models with differential privacy.

Advanced learning_resource docs US; international en 

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### [Shortcut Learning in Deep Neural Networks](/security-and-red-teaming/safety-and-alignment-evals/shortcut-learning-in-deep-neural-networks/index.md)

by [Robert Geirhos et al. (University of Tübingen)](https://uni-tuebingen.de/)

arXiv paper (2020) "Shortcut Learning in Deep Neural Networks", analysing how networks learn shortcut solutions that fail under distribution shift.

Advanced learning_resource paper Germany / International en 

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### [Strengthening our defenses against distillation attacks](/security-and-red-teaming/safety-and-alignment-evals/strengthening-our-defenses-against-distillation-attacks/index.md)

by [Anthropic](https://anthropic.com/)

Anthropic research post on defending against illicit distillation of its models.

Advanced learning_resource paper US en 

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### [Tracing the thoughts of a large language model](/security-and-red-teaming/safety-and-alignment-evals/tracing-the-thoughts-of-a-large-language-model/index.md)

by [Anthropic](https://anthropic.com/)

Anthropic interpretability research tracing internal mechanisms of Claude with attribution graphs.

Advanced learning_resource paper US en 

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### [UK education generative-AI product safety standards](/security-and-red-teaming/safety-and-alignment-evals/uk-education-generative-ai-product-safety-standards/index.md)

by [Department for Education (UK Government)](https://www.gov.uk/government/organisations/department-for-education)

UK Department for Education generative AI product safety standards for AI tools used in education.

Advanced learning_resource guide United Kingdom en 

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