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AI Architects
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Automate technical web app quality control
Hi all, I'm new here and I would love to hear from experienced web app developers who may have developed a technical web application, for example, to perform or automate data analysis or create or design things based on certain known mathematical or physical constraints. My goal for a technical web app I am developing is to somehow use an agent (or subagents) to perform checks of the underlying behavior or calculations the vibe-coded (Claude) code is performing. As the functionality of my web app increases, I am consistently challenged with the ability to perform quality checks on the new outputs.
1 like • 3d
@Ved Automation Hi Ved, thank you for your comment, much appreciated! I did start using ChatGPT for the qc portion, but it is not explicitly checking for certain use cases (yet?). For my general physics education application, it's fairly easy for me to do the checks myself: I can run the built-in labs and check that their outputs are correct and make sense....indeed, Claude has given me several beta-test scenarios to run manually which I am doing. However, for my MRI simulation app, the task is much harder since there are so many "pulse sequences" (this is just a term to describe a type of MRI scan) to test. The mri simulator calculates, for example, things like "signal-to-noise" ratio based on certain MRI parameter settings. Therefore, I wonder if I could build a smart "mri calcuations" sub-agent to automatically run calculations after each modification I make and before each commit?
1 like • 1d
@Ved Automation Hi Ved, great suggestions and I plan to implement them asap.
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Hi! Welcome to the AI Architects Community. Take a moment to map out your goals and introduce yourself to the group. (✄ copy/paste template below) What are you building? What's your 3 to 6 month goal? What's your biggest blocker? What are you most excited about?
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1 like • 4d
Dave here from / near Boston, MA, USA. I have a lot of interest in no-code AI/Claude Code and the potential for it to build useful educational applications (specifically in areas such as general physics and imaging physics). my 3-6 month goal is to have a working and public web application up and running bug-free (and physics-correct). Biggest blocker is the perceived time comittment....but as I learn AI skills/tricks, I'm hopeful to bring that block down. Looking forward to being a part of this community.
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David Bennett
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@david-bennett-1837
Engineer and Scientist interested in learning how to create useful and interesting technical simulations using Claude Code and/or Other Tools

Active 20h ago
Joined Nov 8, 2026
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