Intelligence, Released in Measure

Independent research into the vulnerabilities, defenses, and protocols of agentic AI - published open, reviewed in public.

Latest publications

• Fable 5 in the Wild: What a Mythos-Class Model Did in Its First Month
• Released in Measure, by Force: The Fable 5 and Mythos 5 Suspension
• The Unregulated Machine: A Security Reading of Attention Is All You Need
• Autonomy as Attack Surface: Security in the Agentic Era
• The AI Supply Chain: Model Weights, Malicious Uploads, and Slopsquatting
• Memory Poisoning in Agentic Systems
• Red-Teaming and Evaluations for Language Models
• Data Exfiltration via Markdown Image Rendering in Chat UIs
• Indirect and Second-Order Prompt Injection via Retrieved Content
• The Model Context Protocol and the Agent Tool Layer
• Reasoning Models and Test-Time Compute: o1, o3, and DeepSeek-R1
• Multimodality: From CLIP to GPT-4o and the New Input Channels

Latest research notes

• What People Built With Fable 5
• What Fable 5 Holds for Us
• The Same Query, Beneficial or Dangerous
• Export Control as an AI-Safety Lever
• The Rebuttal: The Capability Was Already Diffuse
• The Word Security Appears Zero Times
• Equation 1 Is the Root Cause of Prompt Injection
• The Amazon Classifier Bypass
• Project Glasswing and Gated Frontier Access
• Two Doors on One Model: The Fable and Mythos Split
• Mythos-Class: A Tier Above Opus
• Package Hallucination and Slopsquatting