---
title: "Tiru Kavala (@tirukavala) | Hashnode"
description: "AI automation, Claude agents & AWS | Solution architect. Read the latest articles by Tiru Kavala on Hashnode."
url: "https://hashnode.com/@tirukavala"
---

@tirukavala

# Tiru Kavala

@tirukavala · Hyderabad, India · Joined November 2026

AI automation, Claude agents & AWS | Solution architect

[Website](https://www.upwork.com/freelancers/~0146d40003db2cffd3)

### [AI shouldn't guess with money: 5 design rules from building an AI bookkeeping pipeline](https://tirukavala.hashnode.dev/ai-shouldn-t-guess-with-money-5-design-rules-from-building-an-ai-bookkeeping-pipeline?utm_source=hashnode&utm_medium=feed)

Most AI demos for finance look great until the numbers have to add up. A model that is 97% right on bank statements is still wrong on three lines out of a hundred, and in bookkeeping one wrong line me

4 min read · [tirukavala.hashnode.dev](https://tirukavala.hashnode.dev/ai-shouldn-t-guess-with-money-5-design-rules-from-building-an-ai-bookkeeping-pipeline?utm_source=hashnode&utm_medium=feed)

[1d ago](https://hashnode.com/posts/ai-shouldn-t-guess-with-money-5-design-rules-from-building-an-ai-bookkeeping-pipeline/6af8121c903fb2adf7a96d53)