Taming AI Code Sprawl With Harness Feature Flag Policies
2026.04.14-Harness-LandingPage-1540x660

Sponsored By:

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Date: Tuesday, April 14th

Time: 1:00 PM ET

AI coding tools are helping teams generate and ship more code than ever, but that speed often creates a new problem: AI code sprawl. As feature flags, targeting rules, segments, and change requests multiply, teams can end up with inconsistent naming, missing ownership, risky production rollouts, policy drift, and manual review bottlenecks that slow everyone down.

In this webinar, we’ll show how the new Harness Feature Management and Experimentation (FME) support for Harness Policies helps teams bring governance to feature delivery without sacrificing velocity. You’ll see how policy-as-code guardrails can automatically validate flag metadata, enforce safer rollout rules, reduce segment-related data risks, and streamline approvals across teams with account, organization, and project-level inheritance. We’ll also demo how developers get real-time feedback when a policy is violated, so they can fix issues before risky changes reach production. The result is a more scalable way to control AI-driven release sprawl, reduce blast radius, and keep delivery fast, measurable, and safe.

Key Takeaways:

  • How to control AI-driven code and flag sprawl with automated policy guardrails instead of manual review bottlenecks

  • How Harness FME policies can enforce safer rollouts, stronger ownership, cleaner flag hygiene, and reduced segment/PII risk

  • How real-time policy feedback and progressive delivery practices help teams reduce release risk without slowing developer velocity

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Aaron Newcomb

Senior Product Marketing Manager - Harness.io

Aaron Newcomb is a Senior Product Marketing Manager at Harness.io with over 20 years of experience in the IT industry. Due to his broad experience as a customer, sales engineer, product manager, and product marketer, he is able to find compelling ways to communicate with a wide range of audiences from the very technical to the highest executive levels.

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Nicolas Zelaya

Director, Product Management - Harness.io

Nicolas Zelaya is a Director of Product Management at Harness.io with a strong foundation in both engineering and communication. He remains actively involved in technical design decisions while guiding teams to build scalable, high-quality, and maintainable systems. Nicolas focuses on improving not only his team’s work but also alignment and engineering practices across the broader organization.