Meta Leverages AI to Accelerate App Development and Launch New Products
Meta is leveraging large language models and AI-assisted "vibe coding" to significantly accelerate its software development cycle, enabling the rapid creation of new standalone applications. Recent and upcoming releases under this new approach include the Instagram Instants photo-sharing feature, the Forum group app, and the Seller marketplace app. This shift represents a major change in Meta's product strategy, allowing it to quickly test and iterate on new standalone apps after years of failed attempts by its previous incubator teams. It also highlights the growing industry trend of using generative AI to streamline software engineering and content recommendation systems at scale. In addition to code generation, Meta is using LLMs to generate high-quality training data for content recommendation and deploying AI agents to evaluate content quality and test ranking adjustments. The company is also experimenting with AI-generated bedtime stories and games built using natural language prompts.
## BACKGROUND
Historically, Meta struggled to launch successful standalone apps outside of Facebook and Instagram, shutting down its Creative Labs in 2015 and later its NPE Team after projects like Slingshot, Rooms, and Tuned failed to gain traction. "Vibe coding" is a term coined by Andrej Karpathy in 2025 to describe AI-assisted programming where developers guide LLMs using natural language prompts rather than writing code manually.