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safelabs-research

Safe Labs AI research — attack taxonomy, advisories, and blog posts on AI agent security. This repo mirrors what's published live on agentsafelabs.com/blog, giving each post a version-controlled, timestamped provenance record independent of the CMS.

Live site is the canonical published version. Files here are archival copies + drafts, kept in sync manually — if a live post is edited on WordPress, the corresponding file here should be updated in the same commit cycle to avoid drift.


Posts

Post Published Internal copy Live
Why Claude Haiku Returned UNCERTAIN: Anatomy of an Indirect Prompt Injection in an Agentic System Jun 5, 2026 blog/posts/2026-06-05-why-claude-haiku-returned-uncertain.md live ↗
The OWASP Agentic Security Initiative Top 10: A Practical Developer Guide for LangChain and CrewAI Jun 5, 2026 blog/posts/2026-06-05-owasp-asi-top-10-guide.md live ↗
Prompt Injection Is Not a Chatbot Problem: How the Attack Surface Changes When Your LLM Has Tools Jun 7, 2026 blog/posts/2026-06-07-prompt-injection-not-a-chatbot-problem.md live ↗
We Were Wrong About the UNCERTAIN Results — Here's What Actually Happened Jul 2026 (pending publish) blog/posts/2026-07-11-correcting-uncertain-results.md not yet live

Note on the UNCERTAIN post correction

The original "Why Claude Haiku Returned UNCERTAIN" post's central finding — 10 of 30 prompts returning UNCERTAIN, framed as genuine model non-determinism clustered in ASI06/09/10 — was substantially explained by two bugs in safelabs-eval's detectors (Unicode punctuation mismatch, overly narrow refusal vocabulary), not genuine ambiguity.

Both bugs are fixed in safelabs-eval v0.2.1. See the correction post above for the full writeup, and the archived UNCERTAIN post itself for an inline correction notice rather than silent edits to the original claim.

Repo structure

blog/
  posts/          -- one file per post, filename = YYYY-MM-DD-slug.md
README.md

License

Apache 2.0 — see LICENSE if present, otherwise inherits the org-wide license used across Safe Labs AI Inc. public repos.

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Safe Labs AI research — attack taxonomy, advisories, and blog posts on AI agent security.

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