Ned Peterson (@NedPeterson99) on X
Social post summarizing a Sola Security study (Leon Goldberg, Gal Engelberg). An AI agent re-scored 9,967 high-severity findings from two commercial cloud security platforms across eight production environments and changed severity on 75.1% (58.5% downgraded, 16.6% upgraded). The cause is that 599 vendor rules each carry one fixed severity regardless of environment, and 49% of verdicts needed context beyond the flagged resource. Caveats: 92% of findings were AWS, and the study did not test whether the new severities predict real exploitation.
What it is
A social post relaying a Help Net Security write-up of a Sola Security study by Leon Goldberg and Gal Engelberg. The post is a secondary source, and the study itself was not fetched. An agent re-scored 9,967 "high" findings from two commercial cloud security platforms (CNAPP/CSPM) across eight production environments.
How it works
Each of the 599 vendor rules carries one fixed severity regardless of where the resource lives. The agent re-scored findings using environmental context, and 49% of its verdicts depended on evidence beyond the flagged resource, such as connected assets or data from other security tools.
Figures the summary omits:
- The most common downgrade, at 32.3% of downgrades, was an inert resource attached to nothing.
- Read-only probes of eight AWS accounts matched the agent's facts 99.4% of the time, where those facts could be checked.
What to do
The post's advice to cloud and security teams:
- Ask your CNAPP/CSPM vendors how much context, reachability and cross-tool evidence actually feeds the severity score.
- Take a sample of your own "high" findings and measure your downgrade rate. The study's 58.5% downgrade and 16.6% upgrade rates are the benchmarks to compare against.
- Put the triage hours saved into the findings that turn out worse than the dashboard says, since 16.6% were upgraded.
Caveats
- 92% of findings were AWS, so the results may not carry over to Azure or GCP.
- The study did not test whether the revised severities predict real exploitation. A lower severity is therefore not shown to be safe to ignore.
- The 99.4% verification applies only to facts that could be checked, not to the severity judgments themselves.
- The post does not name the two vendors or describe the agent's method, so the sampling procedure cannot be reproduced from this source.
Organisations named here
- Gal Engelberg
- Help Net Security
- Leon Goldberg
- Sola Security
Technologies named here
- Read-only probes of eight AWS accounts
- AWS
- CNAPP
- Cloud Security Posture Management
Techniques named here
- Downgrading findings on inert resources attached to nothing
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