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Writing & Notes

Thoughts on software craftsmanship, product engineering, interface design, and 0→1 building.

2026-10-255 min read

A Week of Cracked Foundations: Railway, PHP2Shell, and the eMudhra Incident

Three critical security failures converged in a single week: stolen cloud secrets at Railway, an unauthenticated parser exploit in PHP, and broken entropy at a major Certifying Authority.

SecurityInfrastructureArchitectureDevOps
A Week of Cracked Foundations: Railway, PHP2Shell, and the eMudhra Incident
2026-10-254 min read

The Inference Inversion: Why Serving AI Is Eating Training Alive

Training captured the headlines and venture budgets for years. Now, test-time compute, agentic loops, and memory bandwidth limits have flipped the entire economic equation.

AIInfrastructureEngineeringEconomics
The Inference Inversion: Why Serving AI Is Eating Training Alive
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