maptonik.hashnode.dev"AI will reduce work" - Think Again!This article on Linked argues that AI promised to reduce work, yet new research suggests it has not delivered on that promise. That framing misses the point. AI reduces execution friction. It does not reduce ambition. When friction drops, ambition ex...4d ago·4 min read
maptonik.hashnode.devWhat's Unique about Kiro - Amazon’s new Coding AssistantI recently had a chance to experiment Kiro, Amazon’s Coding Assistant. After Windsurf, Cursor, Roo Code, Claude, Codex and GitHub CoPilot, AI coding assistants are familiar territory to me. They are undeniably useful — but they all tend to improve th...Feb 9·5 min read
maptonik.hashnode.devCoding Speed is not the Constraint. Context is.With Cursor, Windsurf, Roo Code, Claude Code, GitHub CoPilot, we are able to generate entire files, refactor codebases, and autocomplete faster than we could ever imaged. P&L leaders expects that speed will ripple across software development. Yet why...Feb 3·1 min read
maptonik.hashnode.devHow AI Enhances Incident Response Efficiency?This article examines a typical incident response workflow, analyze long poles in the response effort and propose an AI-augmented workflow to reduce MTTR by compressing everything that happens before execution, while keeping final responsibility with...Feb 2·3 min read
maptonik.hashnode.devSecond Brain enters Public PreviewFrom Cognitive Overload to a Second Brain I work in software development. On my typical day I go from meeting to meeting and review lots of API contracts and design diagrams. The other day I simply couldn't recall something in a group discussion (I g...Jan 22·3 min read
