Agentic Coding Patterns That Actually Work
Lessons from building AI-assisted developer workflows — what works, what doesn't, and where the real value lies.
AI/AutomationEngineering
Originally on LinkedInNotes on backend systems, cloud infrastructure, security, and AI-assisted engineering workflows.
Lessons from building AI-assisted developer workflows — what works, what doesn't, and where the real value lies.
How we serve thousands of concurrent file downloads securely using S3 + CloudFront presigned URLs.
How I approached role-based access control design for a multi-tenant platform with hierarchical permissions.
Practical patterns for background job processing: routing, retries, dead-letter queues, and monitoring.
Exploring Model Context Protocol (MCP) for building tool-augmented AI agents in developer workflows.