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Restraint Is the Real Architecture Strategy

Restraint Is the Real Architecture Strategy

Most architecture failures do not come from choosing the wrong database or the wrong framework. They come from building too much. Extra layers, speculative abstractions, premature platforms, and future proofing

Why LLM Adoption Is Harder Than It Looks

Why LLM Adoption Is Harder Than It Looks

If you have experimented with large language models long enough, you have probably had the same moment many teams do. The demo works. The model responds well. Latency is acceptable.

Five Mistakes Teams Make Building AI Features

Five Mistakes Teams Make Building AI Features

If you have shipped enough products, the pattern is familiar. Define requirements, build the feature, QA it, launch, iterate. That muscle memory works for CRUD flows and dashboards. It breaks

Five Architecture Patterns That Precede a Rewrite

Five Architecture Patterns That Precede a Rewrite

Most large-scale rewrites do not start with a dramatic declaration. They start quietly. Velocity slows. On-call pain increases. Roadmaps fill with “platform work” that never seems to end. You still