[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

![avm_codes Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1894031160700813313.png) AVM [@avm_codes](/creator/twitter/avm_codes) on x 4861 followers
Created: 2025-07-07 15:58:21 UTC

📌 Weekly Build Log: AVM Engineering Update

PLATFORM (Frontend)
✅ Clearer error messages for a better dev experience
✅ Improved the Run editor (inputs, env variables, logs, outputs)
✅ Fixed public Tools/Toolkits visibility & filtering bugs (e.g., inconsistent “public” toggle)

API / BACKEND
✅ Augmented run editor, data processing, and language handling 
✅Smart Error Management coordination with platform
✅Increased visibility logic for public Tools and Toolkits

EXECUTOR
🛠 Drafted the architecture for:
• Volume-based storage
• Long Runs & Processes
• Frontend-exposed Processes

EXTRAS
✅ Built a demo tool for data analysis (for next video)

- - -

The Agent supercomputer is evolving.

![](https://pbs.twimg.com/media/GvRDw2GXIAAU3th.jpg)

XXXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1942251852399091796/c:line.svg)

**Related Topics**
[log](/topic/log)

[Post Link](https://x.com/avm_codes/status/1942251852399091796)