About ShortSpan.ai
ShortSpan.ai is an independent publication focused on AI security.
It covers vulnerabilities in large language models, prompt injection, model backdoors, data poisoning, adversarial machine learning, agent security, societal impacts and real-world enterprise AI risk.
The goal is simple: turn dense AI security research into clear, structured, actionable analysis.
AI capability is moving fast. Security understanding needs to move faster.
What This Site Covers
ShortSpan.ai focuses on:
- How models break
- How agents can be exploited
- Where guardrails fail
- What new research means in practice
Articles are written for security professionals, AI researchers, red teams, and technical leaders who want signal over hype.
About the Author
ShortSpan.ai is run by Ben Williams.
Ben is a UK-based Managing Security Consultant at NCC Group with 14+ years in offensive security and over 25 years in IT security. He specialises in AI security assessments, AI threat modelling, and AI red teaming — testing how AI-powered products and services hold up against real-world adversarial techniques.
ShortSpan.ai grew out of a need to keep pace with the volume of AI security research being published every week. Rather than let that reading stay private, the site makes it available to the wider security community.
How the Site Works
New AI security research is collected daily from arXiv and curated industry sources. Papers are scored for relevance, then turned into concise, news-style articles with AI-generated illustrations. Every article is editorially reviewed before publication and links back to its original source.
ShortSpan.ai does not claim original authorship of the underlying research. It exists to make that research more accessible.
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Disclaimer
The views and opinions expressed on this site, including all editorial and opinion pieces, are those of the author in a personal capacity. They do not necessarily represent the views, policies, or positions of any organisation the author is or has been affiliated with.