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Training Data as Hidden Product Strategy
AI & ML

Training Data as Hidden Product Strategy

Ethan Cole March 16, 2026 5 min read 57 views

Artificial intelligence products are often described in terms of models. Companies discuss architectures, parameters, benchmarks, and optimization techniques. Public announcements usually focus on model capabilities...

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Why Data Accumulates Even When Products Don’t Need It
Software

Why Data Accumulates Even When Products Don’t Need It

Ethan Cole Mar 16 5 min

Modern digital products collect enormous amounts of data.Some of it is clearly necessary: authentication records, transaction history, system logs, or...

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The Fragile Infrastructure Behind “Always Online” Services
Cloud & DevOps

The Fragile Infrastructure Behind “Always Online” Services

Ethan Cole Mar 10 4 min

The Illusion of Permanent Availability Modern digital services are often described as always online. Messaging platforms deliver messages instantly. Streaming...

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Complexity Is the New Technical Debt
Software

Complexity Is the New Technical Debt

Ethan Cole Mar 9 4 min

The Traditional Idea of Technical Debt The concept of technical debt originally described a simple trade-off. Teams ship quickly by...

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Configuration Drift: The Silent Killer of Infrastructure
Cloud & DevOps

Configuration Drift: The Silent Killer of Infrastructure

Ethan Cole Mar 9 4 min

The Stability That Slowly Disappears Infrastructure rarely fails immediately after deployment. Systems launch with carefully defined configurations: security policies, access...

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The Systems Nobody Fully Understands Anymore
Software

The Systems Nobody Fully Understands Anymore

Ethan Cole Mar 9 4 min

When Systems Grow Beyond Their Designers Modern digital systems rarely remain small. A product begins with a clear architecture, a...

102 Read More
Immutable Code: When Smart Contracts Can’t Be Fixed
Web3 & Blockchain

Immutable Code: When Smart Contracts Can’t Be Fixed

Ethan Cole Mar 8 3 min

The Promise of Immutability One of the central ideas behind blockchain systems is immutability. Once deployed, code becomes permanent. Transactions...

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