VISHAL AFTER HOURS

Engineering thoughts after the workday.

Practical notes and deep dives into Java, AI, backend engineering, AWS and distributed systems.

Latest Writing

JAVA · SPRING BOOT · TRANSACTIONS
Why @Transactional Sometimes Doesn't Work
A practical deep dive into Spring transactions, proxy boundaries, self invocation, rollback rules, and real production scenarios.