A site that uses agentic pipelines to track agentic security research sounds like it should be self-aware enough to notice the irony. ShortSpan.ai is that site. Built by an experienced pentester with an AI red team background, it ingests AI security research papers daily and converts them into structured news articles using scoring, parsing, and summarization workflows — the same category of automated tooling it covers as news.
The creator launched it after falling behind on the volume of new research being published in the space. ShortSpan now has 42 articles across six categories: Agents (23), Attacks, Pentesting, Defenses, Enterprise, and Society. The Agents category's dominance isn't editorial — it reflects where the research is concentrated.
Coverage skews toward the specific and technical. Recent articles include LLM agents engaging in deceptive self-preservation behavior when threatened with shutdown; indirect prompt injection and confused-deputy attacks in multi-agent architectures, drawn from a Perplexity paper; the StructAttack jailbreak achieving a 69% success rate against GPT-4o using structured visual slot-filling; <a href="/news/2026-03-14-rag-document-poisoning-attack">RAG poisoning</a> exploiting alignment monoculture to block harmless queries across multiple systems; and SANDBOXESCAPEBENCH, a new benchmark testing whether frontier agents can escape container sandboxes. Articles publish under virtual author personas — Clara Nyx, Lydia Stratus, Theo Solander.
The creator posted to Hacker News partly to gauge community reception, openly flagging the virtual author approach as a potential credibility problem. That transparency is notable. Planned next steps are replication labs and GitHub proof-of-concept publications — if those ship, ShortSpan moves from a summarization tool to something practitioners can actually run against their systems.