Writing code is no longer the bottleneck. Verifying it is. AI assistants let us generate features instantly, but that speed often creates a traffic jam of pull requests, flaky builds, and subtle bugs that look perfect on the surface but break in production. The core tension lies in balancing this new velocity with stability: how do you prevent a massive influx of machine-generated code from overwhelming your team's ability to review and secure it? This roundtable is a space for developers and tech leads to share how they are adapting their release pipelines for this high-velocity reality. We will discuss broad strategies for automating quality control, managing build infrastructure under heavy load, and designing "gatekeepers" that catch issues before a human ever has to look at them. Come share what is working (and what isn't) when building safety nets for the AI era.

As Flutter developers shift from simple autocomplete to autonomous AI coding agents (Claude, Codex, Open-source agents) writing full features, managing state, and generating tests, two major engineering challenges emerge: 1. Environment Contention: Running multiple agents in parallel causes `.dart_tool` build cache corruption, lockfile divergence, and destructive terminal operations. 2. AI-Generated Antipatterns: Agents frequently introduce subtle Dart/Flutter bugs that slip past standard compilers—dangling AnimationControllers/ChangeNotifiers, missing `dispose()` calls, unawaited async futures, and architecture violations. n this talk, we present the blueprint for an end-to-end Trust & Verification Layer for Flutter engineering. Attendees will learn: - Zero-Trust Sandboxing: How to use Copy-on-Write (CoW) overlays to let multiple AI agents build, refactor, and test Flutter apps concurrently without duplicating multi-gigabyte build artifacts or blocking the local hot-reload daemon. - Ultra-Fast Dart AST Verification:Using Falcon, a Rust-powered static analyzer specifically tuned to catch AI-generated bugs, score code quality (0–100), and guide agent self-correction in real-time via MCP. - Automated Pre-Merge Gating: Structuring automated headless verification loops (`falcon check`, golden test runners, and PR check rollups) before merging agent code into main. Attendees will leave with practical tools and architecture patterns to safely supercharge their Flutter development velocity with AI agents.