Stronger with every update: How we're making Chrome and the web safer in the AI Era · Chrome Security Team · Google, July 30, 2026
Google fixed 1,072 Chrome security bugs in two milestones, and published the harness
"In the last two milestones, Chrome 149 and 150, we have fixed 1072 security bugs,
surpassing the total number of security bugs fixed across the prior 23 milestones
combined." The post is unusually specific about the machinery. An agent harness built
in early 2026 surfaced a sandbox escape that had "quietly survived in our codebase for
more than 13 years," and has since gained a knowledge base of every prior Chrome CVE
and the full Git history, developer-authored SECURITY.md files describing trust
boundaries, a separate-context "critic" agent that consumes them, and the ability "to
run vulnerability finding models over the codebase multiple times to account for model
non-determinism." Fixing runs a candidate-generating agent, a critic that selects among
the candidates, and test-writing agents, looping in imitation of code review.
Guardrails are stated rather than implied: "Our AI analyzes source code strictly at
rest, operating on locked-down machines that lack general internet access," with
network requests intercepted against allowlists and subagents barred from files outside
the source tree. The vulnerability reward program
was restructured in March, after external reports for the year had already exceeded all
of 2025, to focus researchers on submissions "additive to what we are finding
internally". And Chrome is piloting two security releases per week.
Why it matters: Google's harness applies the same speed to defense that the intruder used against Hugging Face. The most reusable parts of this detailed production account are cheap: a machine-readable threat-model file in the repo, a critic in a separate context, and repeated runs because the model is not deterministic. Every figure is Google's own and unaudited.