22d (edited) • General discussion
🚀 Day 6 of the DDS AI Application Building Challenge
Today was security, debugging, and getting Vault production-ready.
🛠️ What shipped today:
✅ Full security review — API keys in Streamlit Secrets, RLS enforced, no PII in logs
✅ Rebuilt the landing page from scratch
✅ UI polish across Upload, Dashboard, and History
✅ Regenerate roast button on History — with a 30-second cooldown to prevent API spam
✅ Fixed double sidebar bug (Streamlit's default nav conflicting with custom nav)
✅ Fixed button text contrast across all pages
✅ Fixed Pillow version incompatibility blocking deployment on Python 3.14
✅ 5 real bugs found and fixed — including edge cases like zero income and negative savings
✅ README fully updated — folder structure, schema, security notes, known limitations
🚀 Where things stand:
Vault is deployed and live. Every page works end to end on the live URL.
One raccoon. Real spending data. No mercy.
⏭️ Tomorrow: final smoke tests, polish, and submission.
#AIChallenge #BuildInPublic #Vault #DecodingDataScience #DDSBusinessCircle #BuildAIAppChallenge
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🚀 Day 6 of the DDS AI Application Building Challenge
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