Hi ala,

Most teams assume that faster remediation means a smaller backlog. It rarely works out that way. When speed stops being the limiting factor, the problems that were always there become the ones that matter: how much you trust the signal, whether findings carry enough context to act on, and who governs what the agents are allowed to do.

These friction points are harder to see because they sat behind the old constraint. A team that could only fix a fraction of findings never had to ask whether it was fixing the right ones. Now that question sits front and center.

Asaf Saar and Christian Jensen break down where these new limits show up and why they catch strong teams off guard. The session gives you a framework for spotting them in your own program before they stall your progress.