Versioning

As explained in The Art of AI Product Development

Version control is a system for recording changes to artifacts so that versions can be compared, managed, and restored.

How The Art of AI Product Development covers it

How deep it goes

Describes saving, tracking, and rolling back prompt changes, but does not detail version-control mechanics.

Examples

Tracks prompt tweaks and records what worked or failed during few-shot prompt development.

What it assumes

Assumes prompt development is underway; does not teach version-control fundamentals.

What you can do after

Operate a prompt-development process that preserves changes, supports experimentation, and enables rollback.

How it connects

Connects prompt engineering and few-shot prompting with MLOps and LLMOps tools for prompt management.

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Also explained in

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  Automating API DeliveryA version control system is software that records changes to files over time and supports version history, collaboration, and restoration of earlier versions.
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  Machine Learning Platform EngineeringThe systematic recording and management of changes to files, code, or other managed artifacts over time.
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  Java Persistence with Spring Data and Hibernate epubEntity versioning associates persistent data with a version value that changes when it is updated, enabling concurrent modifications to be detected.
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  Designing Deep Learning Systems: A guide for software engineersThe practice of recording and retrieving distinct versions of data, code, configurations, or other artifacts over time.
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  Building Web APIs with ASP.NET CoreSource control is a system for tracking, versioning, and managing changes to files such as source code.
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  Infrastructure as Code, Patterns and Practices: With examples in Python and TerraformVersion control is the practice and supporting system for recording, comparing, and managing successive versions of files and configuration.
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  Machine Learning System DesignModel versioning is the practice of assigning and managing distinct identifiers for machine learning model revisions.
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  100 SQL Server Mistakes and How to Avoid ThemA version control system records successive versions of files and supports collaboration, comparison, and recovery of earlier states.
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  Effective Platform EngineeringSoftware versioning is the practice of assigning identifiable versions to software artifacts and managing changes between them.
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  Think Like a CTOVersion control is a system or practice for tracking, comparing, and managing changes to files over time.
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  AI for Everyday ITVersion control is the management of successive states of files or other artifacts, including their changes and history.
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  Unit Testing Principles, Practices, and PatternsA source control system records, versions, and manages changes to files such as application code and database definitions.
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  Building User-Friendly DSLsThe practice of recording and managing successive versions of files or other artifacts.
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  Road to KubernetesVersion control is a system for recording, managing, and coordinating changes to files and source code over time.
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  Microsoft Azure in ActionSource control is a system for recording, comparing, and managing versions of files and their changes.
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  Delivering Machine Learning Projects: From design to deploymentVersion control is a system for tracking, comparing, and managing successive versions of files and artifacts.
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  Authorization in ActionA version control system is a software system that records and manages successive versions of files and supports operations such as rollback and audit.
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  The Art of CodeVersioning is the practice of identifying successive revisions of an interface or artifact so clients can distinguish and manage compatibility between them.
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  Learn PowerShell Scripting in a Month of Lunches, Second Edition: Write and organize scripts and toolsSource control is a system and practice for tracking, managing, and coordinating changes to files such as source code.
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  Amazon Web Services in Action, Third Edition: An in-depth guide to AWSVersioning is a bucket setting that preserves multiple revisions of objects stored under the same key.
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  Building Reliable AI SystemsA technique for associating entries with versions so entries from an outdated version can be invalidated.
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  Data Without LabelsVersion control is the systematic management of changes to files, especially source code, so revisions can be tracked, compared, and recovered.
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  Terraform in Depth: Infrastructure as Code with Terraform and OpenTofuVersion control is the practice of tracking and managing successive changes to files and code.
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  LLMs in ProductionVersioning is the practice of recording and managing distinct revisions of software, data, models, or configuration.

Compare how 25 books explain versioning →

Related concepts

• gitincludes · Git is a distributed version-control system that records changes to files and supports managing project history and collaboration across repositories.
• breaking changeaddresses · A breaking change is a modification to an interface, behavior, format, configuration, or contract that can prevent existing consumers from working correctly without changes.
• GitOpsused by · GitOps is an operational approach that uses version-controlled declarative configuration as the source of truth and automation to apply or reconcile system state.
• reproducibilityproduces · Reproducibility is the ability to obtain the same or equivalent results by repeating a process with the same relevant inputs, methods, and conditions.
• deployment pipelineused by · A sequence of automated or manual stages that builds, tests or validates, packages, and delivers software or models toward deployment.

This explainer was generated by Manning's knowledge graph from the text of The Art of AI Product Development. The section links point to the parts of the book it draws on.