Two high vulnerabilities affecting Chainlit, an open-source AI application framework used to build conversational AI and enterprise chatbots, can allow malicious actors to leak sensitive data and potentially enable broader cloud compromise.

A review of “The Promptware Kill Chain”Over the last two years, “prompt injection” has become the SQL injection of the LLM era: widely referenced, poorly defined, and often blamed for failures that have little to do with prompts themselves.A recent arXiv paper, “The Promptware Kill Chain: How Prompt Injections Gradually Evolved Into a Multi-Step Malware,” tries to correct that by reframing prompt injection as just the initial access phase of a broader, multi-stage attack chain.As a security researcher working on real production AppSec and AI systems, I think this paper is directionally right and operationally incomplete.This post is a technical critique: what the paper gets right, where the analogy breaks down, and how defenders should actually think about agentic system compromise.