Insights

Practical notes from the actual work.

Writing on operations, material control, reporting, system design, security controls, and AI-assisted development — drawn from building independent systems, not from recycled thought-leadership.

Operations
Procurement
Reporting
Data Governance
System Design
Security
AI-assisted Development

Operations · Procurement6 min read

Why 3-Way Matching Is Still Hard in Construction Procurement

Every ERP claims to do 3-way matching. Every construction procurement team still reconciles by hand. The gap is not really a software problem — it is a data-reality problem.

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AI-assisted Development6 min read

AI-Assisted Development: Shipping Real Software as a Solo Developer

One person with domain knowledge, AI-assisted tooling, and a bit of discipline can build more than they used to. Here is the operating model I use to keep it honest.

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Operations · Reporting5 min read

The Control Tower Pattern: One View for the Whole Supply Chain

Operations teams do not need more reports. They need one continuously true view of commitments, receipts, and exposure — and a control tower is how you try to build it.

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Security · Governance5 min read

Guardrails Before Agents: A Practical AI Governance Baseline

Most AI governance is written after the first incident. Writing a small, practical rulebook first is cheaper — and it is how a solo developer keeps AI-assisted work trustworthy.

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