Writing

Thoughts on software architecture, design patterns, and building specific products.

July 19, 2026

Building SentinelOps AI: Automating Site Reliability with Multi-Agent Orchestration on Qwen Cloud

Cloud downtime is expensive, and for Site Reliability Engineers (SREs), the clock starts ticking the second a 504 Gateway Timeout alert fires. Investigating these incidents usually involves manually correlating logs, checking Kubernetes pod states, and analysing recent deployments.

Read Article

May 29, 2026

Beyond the Wrapper: Building a Semantic Cache with pgvector to Cut LLM Costs by 40%

When you build an AI feature, the initial prototype is almost too easy. You wire up an OpenAI API key, write a prompt, and wait for the JSON response.

Read Article

February 2, 2026

This is my first post

its a post that tests this

Read Article