Unlocking AI Potential at Roblox
At Roblox, we transformed the effectiveness of our internal AI tools, achieving remarkable results without a new model. Instead, we leveraged two decades of engineering history. Here’s what we accomplished:
- Increased Acceptance Rates: AI-generated pull request (PR) acceptance jumped from 30% to over 60%.
- Enhanced Accuracy: Achieved an 90% evaluation accuracy for our code cleanup project.
The Challenge: Bridging Context Gaps
Coding maintenance consumes 50-60% of time in software development. While AI is a promising candidate for automating repetitive tasks, our engineers found the suggestions lacking in context and trust.
The Solution: Agentic Code Intelligence
We developed a platform rooted in our own codebase, utilizing insights from 700,000 PRs and 1.7 million code review comments. The intelligent system embraces:
- Expert Exemplar Alignment: Encodes hard-won knowledge into automated guardrails.
- Deep Understanding: Traces complex relationships within a diverse architecture.
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