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Make as a Deployment Compiler

GNU Make as a compact templating engine and orchestration layer for Kubernetes deployments: parameter files, parse-time validation, manifest registries, and rollout targets that render, diff, apply, and capture evidence.

Hormuz Shock

An agentic multi-model stress test of a Strait of Hormuz closure: oil and LNG pass-through, country and sector exposure, hidden transmission links, and scenario horizons to twelve months.