Vihaan Kodiganti

Vihaan Kodiganti

Work smarter and harder.

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Ryan Hendrickson

5h ago

What are you building, and what does your stack look like?

I am a Computer Science student doing research into how solopreneurs and small startups create new apps and what their stack looks like. Particularly, I'm interested in how you handle things like authentication, billing, and permissions/authorization in your apps.

Let me know what you're working on below and how you're going about it -- I'd love to connect for some quick calls to learn about your product and talk about your process in building it!

Amit Kumar

1d ago

How are you measuring your AI drift?

It's a proven fact that none of the AI systems breaks overnight; They decay. They fade, shift, and degrade quietly.
Stanford found GPT-4 accuracy on basic reasoning tasks dropped 97.6% -> 2.4% between March and June:

https://arxiv.org/abs/2307.09009
variA/Bly has evaluated across 10+ workflows, and the same pattern appears:
Accuracy drifts (almost 15 40%), prompts regress, RAG relevance drops, and costs fluctuate (20 50%).
The real truth:
The fact is that AI systems are inherently indeterministic, and hence the drift is natural.
The real business risk is that most of the business owners aren t measuring it.
Recently, we launched a 30-day "AI Drift & Accuracy Pilot" to help teams see how their workflows change week to week.
If you want your drift map, happy to share.

LeoIgnite AI - Your warm, witty, lightly chaotic companion.

Gone with the generic apps! LeoIgnite is a combination of those roleplay bots, and emotional support websites. With a vibrant, playful personality, combined with journaling, mood tracking, and crisis safeguards, Leo will stand by you as a companion. When you need it most, and when you just need someone to talk to. Leo also avoids validation bias, pointing things out the same way a friend would. As a builder, Leo will help you find solutions, rather than just comforting all the time.