Apr 18, 2026
From Autocomplete to Autonomous Codebase Agents
Exploring the shift from suggestion-based inline helpers to repository-scale execution agents in modern dev workflows.
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Full-stack engineer with 5+ years of experience, currently moving deeper into AWS DevOps, MLOps and Cloud Engineering. I build backend systems, manage AWS infrastructure, and document my journey toward reliable, automated deployments.
I build full-stack products and manage production backend infrastructure. I'm currently focused on AWS, DevOps, MLOps, Docker, CI/CD, Terraform, Linux, and observability.
Recent posts on backend systems, AWS, CI/CD, and cloud engineering.
Apr 18, 2026
Exploring the shift from suggestion-based inline helpers to repository-scale execution agents in modern dev workflows.
Read more →Mar 12, 2026
How the Model Context Protocol (MCP) became the open standard for AI agent communications, and why it matters for cloud and reliability engineering.
Read more →Feb 26, 2026
Thinking about the line between productivity tools and the erosion of fundamental engineering intuition.
Read more →Feb 15, 2026
How building product features led me toward infrastructure, observability, and operational discipline.
Read more →Jan 20, 2026
Rollback is not a backup plan in documentation. It is part of release engineering.
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