Insights

Operator-level perspectives on AI execution

Deep dives on data quality, MCP governance, and business AI systems that actually ship measurable outcomes.

Garbage In, Margin Out: The Hidden AI Tax of Messy Data
Data Quality12 min read2026-02-15

Garbage In, Margin Out: The Hidden AI Tax of Messy Data

AI fails quietly when source data is stale, inconsistent, or semantically ambiguous. The real cost is decision quality, not model quality.

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MCP Permissioning Before the Breach: How to Avoid an AI Control Disaster
MCP Security13 min read2026-02-15

MCP Permissioning Before the Breach: How to Avoid an AI Control Disaster

MCP makes tool integration easy. Without strict authorization boundaries, it also makes blast radius easy.

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Business Teams Need a Cursor for Business, Not Another Chatbot
Business AI12 min read2026-02-15

Business Teams Need a Cursor for Business, Not Another Chatbot

The next AI category is not general chat. It is governed execution connected to the systems where the business actually runs.

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