---
title: "Vishal (@vk2037) | Hashnode"
description: "Vishal (@vk2037) writes on Hashnode. Read their latest articles and follow their work."
url: "https://hashnode.com/@vk2037"
---

@vk2037

# Vishal

@vk2037 · Varanasi, India · Joined May 2026

## Comments

[How many plain-English assertions did you write total, and what was the pass/fail ratio on first run? For the state- management failures - were these triggered by a specific sequence of user actions, or did they appear randomly? Trying to understand if the AI is doing path-coverage testing or just linear flow execution.](https://hashnode.com/posts/the-founder-who-tested-his-own-production-app-with-ai-and-regretted-his-confidence/6a0140b1e3eebc2e20f040bd/comment/6a04432852a9c969d62d399c)

Comment · Article · May 13 · [The Founder Who Tested His Own Production App With AI — And Regretted His Confidence](https://hashnode.com/posts/the-founder-who-tested-his-own-production-app-with-ai-and-regretted-his-confidence/6a0140b1e3eebc2e20f040bd)