Writing
Articles
Notes on shipping software, working with AI as a force multiplier, multi-tenant SaaS, and the move from engineering into product leadership.
October 1, 20263 min readYour Next Customer May Choose You Before Visiting Your Website
How AI assistants retrieve information, compare businesses, and build customer shortlists before a website visit—and why business owners should pay attention.
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April 20, 20264 min readI Haven't Written a Single Line of Code in 6 Months. Here's the Ground Reality No One Is Talking About.
Six months of directing AI coding tools: what changed in my workflow, what stayed my responsibility, and what the shift means for new and experienced engineers.
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April 18, 20263 min readYour AI Coding Assistant Is Guessing. Most People Don't Realize That.
Why code retrieval can miss architecture, how Graphify makes relationships queryable, and where knowledge graphs help AI coding assistants navigate a codebase.
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April 10, 20265 min readMythos: The AI That Scared Its Own Creator
An April 2026 perspective on Claude Mythos Preview, Project Glasswing, and AI cybersecurity capabilities, with links and context for the reported benchmarks.
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March 19, 20265 min readFrom Software That Waits to Software That Works
What changes when software acts on goals instead of waiting for clicks? A product-engineering perspective on agents, SaaS infrastructure, and outcome-based work.
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March 12, 20263 min readThe Disappearing First Step of a Career
As AI takes on more implementation work, how will new engineers gain the experience needed to design reliable systems? A look at the changing career ladder.
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March 9, 20263 min readAI Can Now Build Software. That Doesn’t Mean It Understands It.
AI can generate working software quickly. Akash GR explores why architecture, reliability, and engineering judgment still determine whether it survives production.
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March 6, 20261 min readAutomation → Autonomation: The Next Shift in Software
From predefined workflows to goal-driven agents: how AI changes software architecture, tool orchestration, and the outcomes teams can automate.
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