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Best AI Security Articles: A Curated Reading List

A hand-picked reading list of the best AI security articles, papers, and writeups — covering prompt injection, agent security, red teaming, governance, and incident analysis.

By Best AI Security Tools Editorial · · 8 min read

There is no shortage of writing about AI security; there is a serious shortage of writing worth reading more than once. This curated list of the best ai security articles is intentionally short. Each entry is something practitioners on this team have actually used to make a better decision, write a better defense, or explain a real risk to a stakeholder. The list is grouped by what the article is for, not by who published it.

Foundational Reading — Read These First

ArticleWhy It MattersType
OWASP Top 10 for LLM ApplicationsThe vocabulary every AI security conversation now usesReference
Greshake et al., Indirect Prompt Injection (arXiv 2302.12173)The paper that named and demonstrated the most important attack classResearch paper
Simon Willison’s prompt injection archiveThe single best ongoing chronicle of attack techniques in plain EnglishBlog series
NIST AI 600-1: Generative AI ProfileThe control framework U.S. enterprise procurement is converging onGovernment guidance

If you read nothing else, read these four. The Greshake paper alone reframes how to think about every input an LLM ever sees. Simon Willison’s archive is the closest thing to a real-time threat intel feed for attack techniques.

On Prompt Injection — Attack Side

ArticleWhat It Adds
Anthropic — Many-shot jailbreakingShows how long context windows enable a new class of attack
Lakera — Prompt injection attacks handbookPractical taxonomy of injection patterns seen in production
OpenAI — Disrupting deceptive uses of AILessons from real-world abuse on a major API
Kai Greshake’s blog — Inside the world of indirect prompt injectionLong-form follow-up to the original paper, with new attack chains

For a curated, frequently-updated database of jailbreak prompts and techniques, jailbreakdb.com and the technical writeups at aisec.blog cover the offensive side in operational detail.

On Defense and Guardrails

ArticleWhat It Adds
Lilian Weng — Adversarial Attacks on LLMsComprehensive technical survey of attack classes and known defenses
Anthropic — Constitutional AIThe theoretical basis behind a major class of safety training
Microsoft — PyRIT release postPractical view from one of the largest production red-team programs
Google DeepMind — Frontier Safety FrameworkCapability-thresholds approach to model deployment risk

The Lilian Weng survey is the most technically dense single reference for engineers building defenses. Defensive technique writeups also live at guardml.io.

On Red Teaming

ArticleWhat It Adds
Microsoft — Lessons from red-teaming 100 generative AI productsPatterns from a substantial corpus of real engagements
Anthropic — Frontier red team blog seriesInside view of how a frontier lab structures pre-deployment testing
OWASP — AI Red Teaming GuideChecklist-format guide aimed at organizations standing up the function
MITRE ATLAS — Case study seriesDocumented real-world AI attack scenarios mapped to ATT&CK-style techniques

For tooling comparisons see our AI red teaming tools guide.

On Agent Security

The agent security literature is still young, but a few pieces are already canonical:

Our own coverage of agent security tooling maps the defenses to these threats.

On Incidents and Real-World Failures

ArticleWhat It Adds
Stanford CRFM — Foundation model transparency reportsStructured evaluation of what major model vendors disclose
AI Incident Database — Yearly summary reportsLongitudinal view of public AI failures and harms
ai-alert.org — Network feedCurated AI incident, CVE, and disclosure tracking
ENISA — AI threat landscape reportsAnnual European-perspective threat assessments

Reviewing actual incidents is the fastest way to calibrate intuition about what risks are real versus theoretical. Independent tool reviews live at aisecreviews.com.

On Governance and Policy

Policy commentary on the neuralwatch.org site tracks ongoing regulatory developments.

What Got Cut

Articles that don’t make this list: vendor blog posts that read as marketing without measurement, “Top 100” listicles, anything reliant on screenshots of jailbreak prompts in chat UIs without an underlying technique to teach. The bar for inclusion is that an experienced practitioner can read the piece and walk away with a different decision they’d make next week.

Update Cadence

This list is reviewed quarterly. Foundational entries are stable; the agent-security, MCP injection, and incident sections see the most churn quarter-to-quarter. New entries replace older ones rather than accumulate — the value of the list is its size.


Sources

Sources

  1. OWASP Top 10 for Large Language Model Applications
  2. Greshake et al. — Indirect Prompt Injection (arXiv 2302.12173)
  3. Anthropic — Many-shot jailbreaking research
  4. Simon Willison — Prompt injection writing archive
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