Practical lessons from the trenches of production software development, legacy system refactoring, and enterprise AI workflows.
Why full rewrites fail 70% of the time, how to calculate technical debt risk, and when the Strangler Fig architectural pattern saves millions in operational downtime.
Moving beyond chat interfaces: building deterministic task agents, structuring tool execution loops, and establishing safe human-in-the-loop approval guardrails.
How decoupling frontend presentation from domain backend services enables multi-platform scale, easier third-party integrations, and future AI agent extensibility.
