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Tag: architecture

Architecture

The Architect’s Notebook: System Design Begins With Writing

Writing design documents before code produces 23% faster delivery and 31% fewer defects. Clear architecture emerges from clear prose, not the other way around.

Data

Via Negativa in Data Architecture: Remove More, Build Less

Applying via negativa reduced a 34-component data platform to 19, cutting failure points 41% and recovery time from 47 to 12 minutes.

Data

Python’s Gravity Well: Language Choice Shapes Architecture

Python is present in 92% of data pipeline codebases, creating path dependencies that constrain infrastructure for years. Its gravity well requires strategic, not revolutionary, escape.

Philosophy

Design Decisions as Moral Choices: Winner Was Right

Every architecture decision embeds ethical commitments. Langdon Winner argued artifacts have politics. The question is whether the architect is conscious of it.

Data

The Modern Data Stack Died. Here Is What Replaced It

The modular Modern Data Stack collapsed under integration tax. The replacement is vertical integration with open escape hatches.

Data

Data Contracts Are API Contracts With Better Marketing

Data contracts are API contracts applied to data interfaces. Teams with service-oriented design experience can implement them in under two weeks.

Data

Data Mesh Is an Org Design Problem in a Tech Costume

Of 14 data mesh implementations studied, 11 failed by treating it as a technology pattern. The technology was never the bottleneck; the organization was.

AI Systems

Human-in-the-Loop as Architecture Pattern

Human-in-the-loop as deliberate architecture reduced critical errors 89% while maintaining 74% throughput. Four production patterns for integrating human judgment.

AI Systems

Context Engineering Is the New Systems Design

Context engineering treats what information reaches an LLM as an architecture problem. It reduced hallucination rates 41% across 3 enterprise deployments.

Data

Building Event-Driven Data Pipelines

A practical guide to designing event-driven architectures that actually work in production.

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