Continuous improvement

Q: How deeply does Architecture Modernization: Socio-technical alignment of software, strategy, and structure cover continuous improvement?

Explains recurring reflection and feedback loops, but provides no fixed method for finding an optimal balance.

As explained in Architecture Modernization: Socio-technical alignment of software, strategy, and structure

Iterative development is an approach that delivers a product or capability through repeated cycles of implementation, feedback, and refinement.

Continuous improvement means regularly reflecting on how discovery, design, and delivery work together, then adapting based on what teams learn. Too much discovery and design can delay delivered value; too little can lead to the wrong work or avoidable blockers. Feedback from delivery should shape future discovery and design. section 16.3.4

Use recurring questions to spot imbalances and guide adjustments:

Has the team delivered progress that people outside it can recognize recently? section 16.3.4
Are delivery roadblocks or shifting priorities revealing changes needed in discovery or design? section 16.3.4
Is design work happening far ahead of delivery that could instead be done later? section 16.3.4

How Architecture Modernization: Socio-technical alignment of software, strategy, and structure covers it

Cover of Architecture Modernization: Socio-technical alignment of software, strategy, and structure

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Effective Platform EngineeringAn iterative development cycle is a repeated, bounded period in which a team plans, builds, evaluates, and improves a software increment.
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Sutskever's ListA recurrent feedback loop feeds information from a previous time step back into a neural network's computation at the current step.
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AI-Powered SearchIterative refinement is the progressive improvement of a task result through successive revisions based on new information or feedback.
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Generative AI in ActionA development method that repeatedly evaluates outcomes and refines a system through successive cycles.
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Lead Developer Career GuideA recurring process in which information about results or progress is returned to guide subsequent decisions or actions.
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Bootstrapping Microservices, Second Edition: With Docker, Kubernetes, GitHub Actions, and TerraformA development cycle consisting of a small code change followed by evaluation and possible correction.
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Effective Conversational AIA feedback loop is a process in which observed results or user information are fed back into a system to refine its behavior.
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Machine Learning System DesignA feedback loop is a pattern in which a model or system affects the data-generating process that later supplies its inputs or labels.
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AI Agents in Action, Second EditionAn iterative improvement process in which an output is revised or enhanced across successive iterations.
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The Well-Grounded Rubyist, Fourth EditionIteration is a technique in which a method call is supplemented with code that the method can invoke during its execution.
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Build an AI Agent (From Scratch)A reasoning process that repeatedly evaluates intermediate results and determines subsequent steps.
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Build Python Web Apps with StreamlitIterative development is a software-development technique that repeatedly cycles through implementation, testing, evaluation, and revision.
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Natural Language Processing in Action, Second EditionA cyclic processing pattern in which system outputs are fed back as inputs for further analysis.
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Grokking AI Algorithms, Second EditionA feedback loop is a recurring process in which the consequences of actions provide signals that influence subsequent actions or behavior.
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Advanced Algorithms and Data StructuresAn iteration is one repetition of an algorithmic cycle or update sequence.
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Building Reliable AI SystemsAn ongoing process of using system information to make iterative changes that improve performance or quality.

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Related concepts

AI agentused by · An AI agent is a computational system that uses artificial intelligence to interpret information, select actions, and pursue goals through interaction with an environment.
refactoringcontrasts with · Refactoring is the restructuring of existing software or code to change its internal organization and improve its design, typically while preserving externally observable behavior.
agile software developmentused by · Agile software development is an iterative approach that delivers software incrementally through collaboration, feedback, adaptive planning, and responsiveness to change.

This explainer was generated by Manning's knowledge graph from the text of Architecture Modernization: Socio-technical alignment of software, strategy, and structure. The section links point to the parts of the book it draws on.