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Mini book: Evolutionary Architecture in Practice

Discover how to keep software evolvable as systems, technology, and teams shift. This edition explores agentic fitness functions for semantic drift,…

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Mini book: Architecture as a Socio-Technical Craft

Architecture is not a fixed choice made once; fitness is a moving target driven by changing regulations, tech, and markets. Even a sound design can…

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Article: Agentic Fitness Functions: Extending Evolutionary Architecture Beyond Deterministic Rules

Deterministic rules safeguard hard metrics, but what about architectural intent? Discover how agentic fitness functions combine AI agents and versio…

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Article: Comprehension as an Architectural Characteristic: A System That Is Not Understood Cannot Evolve Safely

As AI commoditizes code output, system comprehension silently decays, creating cognitive debt that threatens safe architectural evolution. This arti…

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Article: Enabling Evolutionary Architecture Through the Preservation of Change Locality

Why do simple features suddenly require cross-team negotiations? In this article, explore how boundary drift quietly destroys change locality and in…

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Inside Target’s LLM-Based System for Semantic Matching in Marketing Forecast Pipelines

Target built a generative AI system to improve marketing campaign forecasting by retrieving and ranking similar historical campaigns. Using embeddin…

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LinkedIn Consolidates Hiring Data Pipelines to Power AI Driven Talent Systems

LinkedIn introduced a unified integrations platform to standardize and reconcile hiring data across systems. The platform reduces onboarding time by…

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