Subash Mandanapu·Jun 11The Risk Graph: The Intelligence Layer Commercial Insurance Has Been Missing.A large commercial client may have dozens of subsidiaries, hundreds of assets, thousands of locations, and years of claims history. That…
Subash Mandanapu·Mar 31Why Outcome-Aligned Incentives Are the Real Fix for Construction WasteA16z published a piece last week that got a lot of traction in AEC circles: Every Building You’ve Ever Been In Was Designed By Software…
Subash Mandanapu·Mar 30The Agentic Web Needs a New Design Language. I’m Calling It Agent-Legible Design# Your API Has a New Reader. It Doesn’t Care About Your Docs.
Subash Mandanapu·Mar 11The Pivot: Why We Trashed Our Linear Bot for a LangGraph OrchestratorAs a Product Manager in Commercial Insurance, I’ve learned that “simple” is a dangerous word. We set out to automate Workers’ Compensation…
Subash Mandanapu·Feb 26Building the AI Agent : An Eval Story, key lessons learntThe Starting Point When we kicked off the AI agent- Chat assistant project, the mandate seemed straightforward: reduce inbound call volume…
