---
id: "/tags/safety-security-interpretability/"
title: "Safety Security Interpretability"
creator: null
creator_url: null
creator_x: null
url: "https://skillissue.dev/tags/safety-security-interpretability/"
level: null
level_max: null
category: null
subcategory: null
region: null
license: null
license_scope: null
access: null
models: null
source_date: null
date_added: null
resource_kind: null
verification_basis: null
access_evidence: null
domain_top: null
domain_sub: null
last_verified: null
---

# Safety Security Interpretability

[Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md)

124 resources · page 1 of 4

- 

### [11x accused of claiming customers it doesn't have (TechCrunch)](/security-and-red-teaming/safety-and-alignment-evals/11x-accused-of-claiming-customers-it-doesn-t-have-techcrunch/index.md)

Creator not supplied; see original source.

TechCrunch report on AI sales startup 11x claiming customers it did not have.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [9to5Mac: Figma explains why its AI kept copying Apple's Weather app](/security-and-red-teaming/safety-and-alignment-evals/9to5mac-figma-explains-why-its-ai-kept-copying-apple-s-weather-app/index.md)

Creator not supplied; see original source.

9to5Mac report on Figma explaining why its Make Designs AI feature produced copies of Apple's Weather app.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Academ-AI](/security-and-red-teaming/safety-and-alignment-evals/academ-ai-undisclosed-genai-use-in-academic-publishing-arxiv-2411-15218/index.md)

Creator not supplied; see original source.

Academ-AI paper documenting academic publications that contain undisclosed AI-generated text.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [AI ethics / alignment](/security-and-red-teaming/safety-and-alignment-evals/ai-ethics-alignment/index.md)

Creator not supplied; see original source.

AI Alignment Forum: community blog for technical AI alignment research.

Not applicable (entity) · unknown · unknown resource · und 

- 

### [AI Hallucination Cases database (Damien Charlotin)](/security-and-red-teaming/safety-and-alignment-evals/ai-hallucination-cases-database-damien-charlotin/index.md)

Creator not supplied; see original source.

Damien Charlotin's database of court decisions worldwide involving AI-hallucinated content in legal filings, searchable by country and tool.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [AI Incident Database: Report 3918](/security-and-red-teaming/safety-and-alignment-evals/ai-incident-database-example-legal-hallucination-report/index.md)

Creator not supplied; see original source.

AI Incident Database report 3918, an article on AI hallucinations in legal practice, as an example incident record.

Not applicable (entity) · unknown · unknown resource · en|es|fr|ja 

- 

### [AIID taxonomies](/security-and-red-teaming/safety-and-alignment-evals/aiid-taxonomies/index.md)

Creator not supplied; see original source.

AI Incident Database taxonomies page listing the classification schemes, such as CSET and GMF, applied to incidents.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [AIxCC Competition Archive](/security-and-red-teaming/safety-and-alignment-evals/aixcc-archive-all-finalist-crs-repos/index.md)

Creator not supplied; see original source.

AIxCC Competition Archive: DARPA AI Cyber Challenge records and code of finalist cyber reasoning systems.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Amazon scraps biased AI recruiting tool (Euronews/Reuters)](/security-and-red-teaming/safety-and-alignment-evals/amazon-scraps-biased-ai-recruiting-tool-euronews-reuters/index.md)

Creator not supplied; see original source.

Euronews/Reuters report on Amazon scrapping an AI recruiting tool that showed bias against women.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Arup US$25M deepfake video-call fraud (Construction Briefing)](/security-and-red-teaming/safety-and-alignment-evals/arup-us-25m-deepfake-video-call-fraud-construction-briefing/index.md)

Creator not supplied; see original source.

Construction Briefing report on an Arup employee transferring US$25 million after a deepfake video call.

Not applicable (entity) · unknown · unknown resource · en 

- 

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

Creator not supplied; see original source.

AVID: open database of vulnerabilities and failure modes in general-purpose AI systems, structured like CVE entries.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [DMV Statement on Cruise LLC Suspension (California DMV)](/security-and-red-teaming/safety-and-alignment-evals/ca-dmv-statement-on-cruise-suspension-oct-2023/index.md)

Creator not supplied; see original source.

California DMV statement (October 2023) suspending Cruise's driverless deployment and testing permits.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Center for AI Safety](/security-and-red-teaming/safety-and-alignment-evals/center-for-ai-safety/index.md)

Creator not supplied; see original source.

Center for AI Safety: nonprofit doing AI safety research and field-building, creator of MMLU and Humanity's Last Exam.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Chicago Sun-Times AI reading list of nonexistent books (404 Media)](/security-and-red-teaming/safety-and-alignment-evals/chicago-sun-times-ai-reading-list-of-nonexistent-books-404-media/index.md)

Creator not supplied; see original source.

404 Media report on the Chicago Sun-Times printing an AI-generated summer reading list with nonexistent books.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [China GB 44721-2026 mandatory ADS safety standard (CnEVPost)](/security-and-red-teaming/safety-and-alignment-evals/china-gb-44721-2026-mandatory-ads-safety-standard-cnevpost/index.md)

Creator not supplied; see original source.

CnEVPost article (2026) on China's GB 44721-2026 mandatory safety standard for L3/L4 automated driving.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [CNET found errors in more than half its AI stories (Talking Biz News)](/security-and-red-teaming/safety-and-alignment-evals/cnet-found-errors-in-more-than-half-its-ai-stories-talking-biz-news/index.md)

Creator not supplied; see original source.

Talking Biz News report on CNET correcting 41 of 77 stories written with an AI tool.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Cursor/Anysphere support bot invents a policy (CX Network)](/security-and-red-teaming/safety-and-alignment-evals/cursor-anysphere-support-bot-invents-a-policy-cx-network/index.md)

Creator not supplied; see original source.

CX Network report on Cursor's support chatbot inventing a false policy and the resulting backlash.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Deloitte partial refund to Australian government over AI errors (CTV)](/security-and-red-teaming/safety-and-alignment-evals/deloitte-partial-refund-to-australian-government-over-ai-errors-ctv/index.md)

Creator not supplied; see original source.

CTV report on Deloitte partially refunding the Australian government for a report with AI-generated errors.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Epoch AI](/security-and-red-teaming/safety-and-alignment-evals/epoch-ai/index.md)

Creator not supplied; see original source.

Epoch AI: research institute tracking trends in AI compute, data, models and their implications.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Zillow to shutter home buying business and lay off 2,000 employees (GeekWire)](/security-and-red-teaming/safety-and-alignment-evals/geekwire-zillow-shuts-home-buying-business-lays-off-2-000-nov-2021/index.md)

Creator not supplied; see original source.

GeekWire report on Zillow closing its algorithm-driven home-buying business and laying off 2,000 staff.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Georgia Tech: AIxCC lessons at USENIX Security 2026](/security-and-red-teaming/safety-and-alignment-evals/georgia-tech-aixcc-lessons-at-usenix-security-2026/index.md)

Creator not supplied; see original source.

Georgia Tech news on its researchers' AI Cyber Challenge (AIxCC) lessons presented at USENIX Security 2026.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Haize Labs](/security-and-red-teaming/safety-and-alignment-evals/haize-labs/index.md)

Creator not supplied; see original source.

Haize Labs: company providing red-teaming and evaluation services to move AI systems into production.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [IBBIS (International Biosecurity and Biosafety Initiative for Science)](/security-and-red-teaming/safety-and-alignment-evals/ibbis-international-biosecurity-and-biosafety-initiative-for-science/index.md)

Creator not supplied; see original source.

IBBIS: international initiative strengthening biosecurity norms and tools such as DNA synthesis screening.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [agent-scan (Snyk, formerly mcp-scan)](/security-and-red-teaming/safety-and-alignment-evals/invariant-labs-mcp-scan/index.md)

Creator not supplied; see original source.

mcp-scan GitHub repo, now Snyk agent-scan: security scanner for AI agents, MCP servers and agent skills.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [L1B3RT4S (Pliny jailbreak prompts)](/security-and-red-teaming/safety-and-alignment-evals/l1b3rt4s-pliny-jailbreak-prompts/index.md)

Creator not supplied; see original source.

L1B3RT4S GitHub repo (Pliny): collection of jailbreak prompts for many AI models.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Law Gazette: judge alerts regulators over fake case authorities](/security-and-red-teaming/safety-and-alignment-evals/law-gazette-judge-alerts-regulators-over-fake-case-authorities/index.md)

Creator not supplied; see original source.

Law Gazette report on a High Court judge referring lawyers to regulators over fake AI-generated case citations.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Global courts face rising tide of AI-generated fake cases and quotes (Malay Mail)](/security-and-red-teaming/safety-and-alignment-evals/malay-mail-global-courts-face-rising-tide-of-ai-fake-cases-jun-2026/index.md)

Creator not supplied; see original source.

Malay Mail report on courts worldwide sanctioning AI-generated fake cases and quotes in legal filings.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [MAST](/security-and-red-teaming/safety-and-alignment-evals/mast-repo/index.md)

Creator not supplied; see original source.

MAST GitHub repo: taxonomy and dataset of failure modes in multi-agent LLM systems.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Meta PurpleLlama / CyberSecEval](/security-and-red-teaming/safety-and-alignment-evals/meta-purplellama-cyberseceval/index.md)

Creator not supplied; see original source.

Meta PurpleLlama GitHub repo with CyberSecEval and Llama Guard, tools to assess and improve LLM security.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [Transformer Circuits Thread](/security-and-red-teaming/safety-and-alignment-evals/model-welfare-interpretability/index.md)

Creator not supplied; see original source.

Transformer Circuits Thread: Anthropic interpretability research series reverse-engineering transformer models.

Not applicable (entity) · unknown · unknown resource · en 

- 

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

Creator not supplied; see original source.

Neuronpedia: open-source interpretability platform for exploring sparse autoencoder features and circuits.

Not applicable (entity) · unknown · unknown resource · en 

- 

### [NTSB investigation HWY18MH010 (Uber ATG crash)](/security-and-red-teaming/safety-and-alignment-evals/ntsb-hwy18mh010-uber-atg-fatal-crash-tempe/index.md)

Creator not supplied; see original source.

NTSB investigation HWY18MH010: the 2018 Uber ATG automated test vehicle fatal crash in Tempe.

Not applicable (entity) · unknown · unknown resource · en 

[Next page](/tags/safety-security-interpretability/page/2/index.md)

[Plain-text Markdown copy](/tags/safety-security-interpretability/index.md)
