aisvarya-sampath-kumar

Aisvarya Sampath Kumar

About the Author:

Aisvarya Sampath Kumar is an Application Support Analyst specializing in real-time, data-intensive applications in the energy sector. Her experience spans real-time energy systems, application reliability, operational software, Python, SQL, Oracle, PostgreSQL, Linux, system integration, and monitoring. Her technical interests include AI and agentic systems, application reliability, real-time data systems, observability, distributed systems, and dependable production software.

Articles by Aisvarya Sampath Kumar

When Should an AI Agent Start Over Instead of Trying Again?

October 22, 2026

When an AI agent fails midway through a workflow, simply retrying can create duplicate actions, compound errors and undermine system reliability. Effective recovery requires distinguishing verified facts from assumptions and knowing when to retry, resume, replan, restart or escalate.

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