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One post a week, on what we are actually building and finding. Every post separates what is confirmed from what we do not yet know, and names its sources with primary material first. Research is written in English, client-facing writing in Polish, and nothing is machine translated.

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0121 October 2026 · AnalysisThe approval prompt nobody is there to answerFive agents, five records, one week, and the same missing step: the agent has a shell tool and nobody is asked before it runs. Human approval is a feature of the terminal. Move the agent into Slack, a chat endpoint or a server, and the human is the first thing to go.Act0214 October 2026 · AnalysisAn allowlist cannot out-parse the shellFive ways past one coding agent's command approval gate, published on the same day. They are not five mistakes. They are one design: a gate that reads a shell command with regular expressions and hopes it reads it the way bash does.Act037 October 2026 · Our own researchAsk the list, not the field: our use-after-free in the Linux kernelFuzzing found a use-after-free in the code that holds IPsec security associations. The patch is ours and it is now in every maintained stable branch. The crash is the least interesting part. The question the code was asking is the interesting part.Act042 September 2026 · AnalysisTwo perfect tens, and neither is an AI bugThe worst two advisories of the week both sit in a product with AI in its name. One is SQL injection. The other is code injection. The only new thing about them is where they live.Act0527 August 2026 · AnalysisThe MCP attack surface is the transport, not the protocolFifteen advisories in ten days, and almost none of them are about Model Context Protocol itself. They are about the plumbing underneath it, and about a scoring system that cannot describe agent-shaped harm.Act0617 August 2026 · AnalysisA GitHub issue is now a credential-stealing primitiveThree coding agents, three unrelated exploits, one shared mistake: the code that checked the action was not the code that performed it.Act0717 August 2026 · Our own researchTwo tiers of consent, or analytics that store nothingA cookie banner does not have to be a wall, and analytics do not have to start by writing an identifier to someone's device. Here is exactly how this site does it, and why.Act0817 August 2026 · Our own researchWhat an MCP honeypot actually recordsDeception for Model Context Protocol servers is not a fake shell. It is a persona that answers plausibly, detectors that label intent, and an export format someone else's tooling can read.Watch