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Insights & Perspectives
Deep dives into startup growth, technology consulting, and scaling leadership frameworks.
What GDPR Taught Me About Building Better AI Systems
GDPR was supposed to be a burden. It made my systems better. When GDPR hit, most companies panicked. I saw it differently—as forced discipline to clean up years of sloppy data practices. Turns out, when you can't hoard unnecessary data, you build smarter systems. 📊 The right to explanation forced us to design transparent AI. The right to deletion forced us to architect with data lifecycle management. The consent requirements forced us to respect user agency. Every "restricti
Gaurav Bhatnagar
Apr 61 min read
Designing AI Systems That Reduce Cost While Improving Accuracy
Everyone wants cheaper AI. Few know how to build it. Here's the uncomfortable truth: throwing GPUs at problems is expensive and lazy. I've seen teams spend millions on infrastructure when a smarter architecture would've cost 70% less and performed better. 💰 Recently, I implemented a multi-agent solution with 30% lower LLM costs that actually improved quality by 50%. How? By understanding where precision matters and where "good enough" is perfectly fine. Not every task needs
Gaurav Bhatnagar
Mar 191 min read
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