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Adaptive Objectives in Long-Running Models
AI & ML

Adaptive Objectives in Long-Running Models

Ethan Cole July 3, 2026 4 min read 52 views

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

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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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Infrastructure That Evolves Without Central Planning
Cloud & DevOps

Infrastructure That Evolves Without Central Planning

Ethan Cole Jul 1 5 min

For years, infrastructure growth followed carefully designed roadmaps. Architects decided how systems would scale. Operations teams provisioned hardware according to...

62 Read More
Emergent Intelligence From Independent Components
AI & ML

Emergent Intelligence From Independent Components

Ethan Cole Jul 1 5 min

One of the most persistent misconceptions about artificial intelligence is that intelligence must come from a single, highly capable model....

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