Dev.to
7/5/2026
![[AI in Action] Refining a macOS Meeting Translation App with Claude Code: Auto-reconnect, Floating Captions, and Meeting Minutes Export Evolution](https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fztv3i129dwrt83h8npqw.png)
[AI in Action] Refining a macOS Meeting Translation App with Claude Code: Auto-reconnect, Floating Captions, and Meeting Minutes Export Evolution
Short summary
A developer used Claude Code to debug a macOS meeting translation app that captures Zoom/Meet audio and translates to Chinese in real-time. Claude Code identified why translations stopped after 10 minutes (Gemini API session limit) and implemented auto-reconnection with exponential backoff and keep-alive pings. The case study demonstrates feature prioritization, multi-agent task execution, and QA patterns.
- •Claude Code debugged WebSocket timeout issue (Gemini API 10-minute session limit) with proactive reconnection logic and exponential backoff
- •Implemented 30-second ping keep-alive to prevent intermediate network disconnection of idle connections
- •Demonstrated agent workflow: guided feature prioritization → parallel subagent implementation → reviewer subagent catching critical state-management bug
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