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Why Every Large System Eventually Evolves Beyond Its Original Design
Software

Why Every Large System Eventually Evolves Beyond Its Original Design

Ethan Cole July 4, 2026 5 min read 46 views

Every successful technology platform begins with a design. Architects define requirements. Engineers choose technologies. Infrastructure teams establish deployment strategies. Documentation describes how everything is expected...

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Infrastructure That Continuously Redefines Itself
Cloud & DevOps

Infrastructure That Continuously Redefines Itself

Ethan Cole Jul 3 4 min

Infrastructure used to be something engineers built once and improved occasionally. A new server was installed. A network was redesigned....

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Adaptive Objectives in Long-Running Models
AI & ML

Adaptive Objectives in Long-Running Models

Ethan Cole Jul 3 4 min

Artificial intelligence is often evaluated using benchmarks collected at a single point in time. A model is trained. Its accuracy...

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Systems That Rewrite Their Own Operational Behavior
Software

Systems That Rewrite Their Own Operational Behavior

Ethan Cole Jul 3 5 min

For most of computing history, software behaved according to rules that humans explicitly defined. Engineers wrote code. Administrators configured infrastructure....

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Autonomous Resource Negotiation Across Clouds
Cloud & DevOps

Autonomous Resource Negotiation Across Clouds

Ethan Cole Jul 2 5 min

For years, multi-cloud strategies were largely about redundancy. Organizations distributed workloads across multiple cloud providers to avoid vendor lock-in, improve...

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Coordination Without Human Approval
Software

Coordination Without Human Approval

Ethan Cole Jul 2 5 min

For decades, enterprise software followed a familiar pattern. Systems collected information. People reviewed it. Managers approved the next step. Only...

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AI Systems Negotiating With Other AI Systems
AI & ML

AI Systems Negotiating With Other AI Systems

Ethan Cole Jul 2 4 min

Artificial intelligence is gradually moving beyond the model of isolated assistants. Today’s AI systems already summarize documents, generate software, recommend...

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