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[TRACKING] Custom-built AI-assisted security issue triaging for Flatcar #2200

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@John15321

Summary

This epic tracks the ongoing work to build AI-assisted security issue triaging for Flatcar. The goal is a Flatcar-focused assistant that helps surface security issues relevant to Flatcar, supports drafting and maintaining advisories in our existing style, and helps keep the advisory backlog current.

This is not a generic CVE scanner. It is a purpose-built assistant tailored to Flatcar's needs, where all final decisions remain human-validated.

Motivation

Security triaging for Flatcar is currently a manual, time-consuming process. Automating the repetitive parts - things like extraction, summarization, relevance filtering, and spotting duplicate or stale items, frees maintainers to focus on judgment calls while keeping advisory quality consistent.

Scope

At a high level, the work focuses on assisting with:

  • Tracking new vulnerabilities - helping identify and draft advisories for issues relevant to Flatcar.
  • Keeping the backlog healthy - helping review existing advisories and flag ones that may already be resolved.

The exact workflows, sources, and rules will be refined as the work progresses.

Guiding principles

  • Keep the assistant Flatcar-focused, applying relevance criteria appropriate to the project.
  • Treat all LLM output as advisory input only. Nothing is created, updated, or closed solely because a model recommended it - humans stay in the loop.
  • Favor approaches that are transparent, reviewable, and easy to validate.

Where the work lives

The code will live here: https://github.com/flatcar/security-triage

How to get involved

/cc @danielszot @t-lo @dongsupark

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