Closing the AI remediation gap: find once, fix everywhere

The average security fix takes 252 days. Watch one recipe take you from unknown CVE exposure to zero, across your entire codebase, live.

AI models now surface hundreds of vulnerabilities in a single application, at a pace remediation pipelines were never built for. This session is about the other half of the job: closing findings everywhere they exist, and how to do that at scale in your own codebase.

Built for AppSec leads, application development leaders, and platform engineering teams.

Sam Snyder
Sam Snyder
Engineering
Bryan Friedman
Bryan Friedman
Product
live run · CVE-2026-22732

$ mod run . --recipe io.moderne.cve202622732.FindAndPatch
Fix results   Recipe run complete
Produced results for 100+ repositories
$ mod study . --last-recipe-run --data-table TaintFlowTable

What Sam runs live: one recipe across 100+ repositories, a pull request with an audit trail for each.

Live webinar

Wed, Aug 26·2:00 PM EDT / 11:00 AM PDT

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The gap, in numbers

252 days

Average time to fix a security vulnerability, up 47% since 2020.

Veracode SoSS 2025

45.4%

Enterprise vulnerabilities still unpatched after 12 months.

Edgescan 2025

59,427

Median CVEs forecast for 2026, the first year past 50,000.

FIRST 2026

What you'll leave able to do

See the gap in your own estate

AI surfaces vulnerabilities faster than any ticket-based pipeline can close them. Learn to spot where that gap is widening in your codebase, and why your fix rate, not your find rate, is the number that matters.

Close a finding everywhere it lives

An attacker needs one instance; you have to close every instance, everywhere. Take away a repeatable method for remediating all of them in a single run, instead of chasing the same fix repo by repo.

Make the next CVE cheaper than this one

See CVE-2026-22732 fixed across five vulnerable patterns with one recipe, then learn why the same approach makes the next vulnerability faster to close, not a fresh fire drill.

Keep remediation at scale governable

Every fix lands as a reviewable pull request with its own audit trail. Leave knowing how to remediate across 100+ repositories without giving up traceability or control.

Live webinar

Wed, Aug 26 · 2:00 PM EDT / 11:00 AM PDT

Find once. Fix everywhere.

Bring your toughest remediation backlog. See the method work live across 100+ repositories, then take your questions to Sam and Bryan.