How Production AI Systems Parse Millions of Messy User Queries
Author(s): Sai Kumar Yava Originally published on Towards AI. User queries are messy. They arrive riddled with typos, dripping with ambiguity, missing critical context, or loaded with assumptions that only make sense in the user’s head. Yet these imperfect queries are the …
Production-Ready AI Agents: 8 Patterns That Actually Work (with Real Examples from Bank of America, Coinbase & UiPath)
Author(s): Sai Kumar Yava Originally published on Towards AI. Connecting Patterns to Production The gap between a demo AI agent and a production-ready system is vast. I’ve seen countless teams build impressive prototypes only to struggle when deploying to real users. The …
Why Your AI Agent Will Fail Without Human Oversight
Author(s): Sai Kumar Yava Originally published on Towards AI. Human in the Loop : Building Reliable AI Picture this: Your company deploys an AI agent to handle customer support tickets. For weeks, it works beautifully — until one day it confidently tells …
Why Your AI Agent Keeps Forgetting Everything (And How to Fix It)
Author(s): Sai Kumar Yava Originally published on Towards AI. Your AI agent just lost three hours of work because a cloud function timed out. It happens constantly in production AI systems, and it’s not because your code is bad — it’s because …
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