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Notes from the platform.
Engineering deep-dives, security research, and product updates.

Security31 Mar 20266 min read
OSV.dev: the dependency scanner you already have
Google's open vulnerability database covers more ecosystems than Snyk's free tier, ships under Apache 2.0, and needs no API key. A tour of the OSV ecosystem and the four sharp edges we hit integrating it.

Product16 Mar 20265 min read
The AI-fix PR is the wrong primitive
Auto-generated fix PRs demo beautifully and pile up unread in production. After three months of watching them go stale, we replaced them with something more boring — and saw remediation rates triple.