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![SherryYanJiang Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1430070528996376579.png) Sherry Jiang [@SherryYanJiang](/creator/twitter/SherryYanJiang) on x 20.6K followers
Created: 2025-07-22 19:29:00 UTC

our team at has been deep in the guts of the app the past X months - rewiring infra, boosting reliability, and laying the groundwork for ai-native storytelling

here’s what we shipped under the hood 🧵

💸 transactions got a smarter upgrade 
- new pipeline for Plaid txns 
- AI-categorization 
- recurring payment detection 
- rule-based defaults  

🔁 increased reliability of syncing 
- more reliable Plaid/Snaptrade connections 
- task retry logic + error handling 
- visible sync progress  

🤖 improved AI features 
- smoother streaming responses 
- better agent tool orchestration 
- fixed lots of tool call errors 
- prompt/context engineering overhaul (still ongoing)  

⚡️increase speed 
- 10x faster metrics queries 
- chunked price history fetch to kill timeouts
- caching updates  

📲 frontend smoothness 
- major perf boost via FlashList 
- scrollable charts, pull-to-refresh, loading skeletons 
- onboarding more seamless  

but now… we’re shifting gears.  
we’ve laid the pipes. now time to push the narrative UX.  

next X months = 
- more AI storytelling 
- deeper onboarding insights 
- habit nudges 
- stuff people FEEL  

LET'S GOOO 🚀


XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947740681637642384/c:line.svg)

**Related Topics**
[hood](/topic/hood)
[storytelling](/topic/storytelling)

[Post Link](https://x.com/SherryYanJiang/status/1947740681637642384)