WhoBuilt

AI Assisted Migrations to React Native: From Months to Days

Apr 10, 2026· 48 min· 611 views·Watch on YouTube

Speakers

Hur, a brownfield and performance specialist at Callstack, presents AI-assisted React Native migrations with Callstack’s host and business development manager Jacob.

Brownfield approaches and adoption challenges

Brownfield development adds new capabilities to an existing application. Hur describes two ways to integrate React Native: configure it inside the native app, or package it separately as an iOS XCFramework or Android Archive Library. Teams may face setup complexity, runtime and compiler errors, limited React Native experience, and weeks of work to evaluate a migration.

Tools and skills for incremental migrations

Hur introduces Brownfield Navigation for showing existing native screens from React Native, Brownie for sharing data between native and React Native code, and a postMessage API for communication such as clearing storage on sign-out. The tooling also supports Expo. Callstack’s Brownfield Skills are designed to help agents initialize React Native, configure builds, and link generated frameworks to native apps.

A staged migration workflow

The proposed migration path is to evaluate React Native, choose one or both platforms, and start with a low-impact screen such as Settings. Teams can then validate the approach and expand to a feature with greater business impact. Hur summarizes the stages as analyze, rewrite, validate, and expand, while emphasizing the need to configure agent skills for React Native quality and performance.

Agents analyze, implement, and test a screen

In a Mastodon demo, an agent sets up React Native in the native app and checks that it builds. A requirements analyst then explores the login screen and records screenshots, layout hierarchy, colors, fonts, and spacing in a requirements file. A developer agent rewrites and wires the screen, and a tester checks it against acceptance criteria and produces a QA report.

Human review and limits

The demo reveals issues with login navigation and header alignment, which the developer agent fixes after receiving the QA report; the tester then confirms the acceptance criteria pass. Hur says human review remains necessary because agents can make mistakes, and highly customized setups such as Bazel builds may exceed their ability to resolve dependency conflicts. The speakers also describe packaging React Native as standard native artifacts so it can be reused in Flutter applications.

Takeaways

  • Start a brownfield evaluation with a low-impact screen to test integration before committing to a larger migration.
  • Use a requirements file with screenshots and layout details to guide screen rewrites and validation.
  • Have agents build and test in a feedback loop, with a person reviewing failures and fixes.
  • Check native dependency versions and artifact packaging to avoid duplicate libraries and symbol conflicts.
  • A framework-based React Native package can be reused by native and Flutter applications.

Mentioned in this talk

Search inside this talk

What was claimed 11

  • role at
    Jacob is business development manager at Callstack
    “I'm a business development manager at Callstack”
    YouTube
    Unverified1 source· Talk
  • role at
    Hur is works on performance optimizations and brownfield work at Callstack
    “I mainly work on performance optimizations and brownfield work at Callstack”
    YouTube
    Unverified1 source· Talk
  • feature
    Brownfield Navigation: Presents existing native screens from React Native
    “It allows you to present existing native screens from React Native”
    YouTube
    Unverified1 source· Talk
  • launched
    “Callstack recently released a package called Brownfield Navigation”
    YouTube
    Unverified1 source· Talk
  • feature
    Brownie: Shares a single piece of data between React Native and native code
    “use Brownie to share a single piece of data between React Native and native code”
    YouTube
    Unverified1 source· Talk
  • feature
    React Native Brownfield: Provides a postMessage API for two-way communication between native and React Native code
    “support for the postMessage API is being added to the React Native Brownfield package”
    YouTube
    Unverified1 source· Talk
  • metric
    Brownfield Skills: Can reduce proof-of-concept evaluation timelines from weeks to a few hours per platform
    “reduce proof-of-concept evaluation timelines from weeks to a few hours for each platform”
    YouTube
    Unverified1 source· Talk
  • uses
    “generate an XCFramework and an AAR from your Expo or React Native application”
    YouTube
    Unverified1 source· Talk
Show all 11 facts

Related talks