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zakirullin/cognitive-load

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12,288 stars·294 forks·CC-BY-4.0·23 views

Cognitive Load

This project is a collection of software engineering principles and architectural design patterns designed to minimize the mental effort required to understand and maintain source code. It serves as a guide for implementing clean code methodologies and architectural simplification to reduce the overall cognitive load on developers.

The framework emphasizes aligning module boundaries and ubiquitous language with business stakeholders to prevent architectural ripple effects. It advocates for balancing service granularity to avoid the overhead of distributed monoliths and suggests favoring object composition over deep class hierarchies to keep behavior transparent.

The project covers a broad range of capabilities, including code readability optimization through the flattening of nested logic and the simplification of complex conditionals. It also provides guidance on software architecture design, focusing on the reduction of architectural indirection and the removal of superfluous abstraction layers. Additionally, it addresses API error design by promoting the use of self-describing strings over numeric status codes.

Features

  • Cognitive Load Reducers - Provides a comprehensive framework for minimizing the mental effort required to understand and maintain source code.
  • Cognitive Load Reduction - Provides a comprehensive framework for reducing the mental effort required to understand and maintain source code.
  • System Architectures - Provides a comprehensive framework for simplifying system architecture by replacing heavy layers with dependency inversion.
  • Software-Defined Architectures - Defines module boundaries based on the business person or user they serve to minimize side effects.
  • Early Return Patterns - Implements early return patterns to flatten nested logic and focus on the successful execution path.
  • Abstraction Layers - Minimizes the use of architectural layers to prevent fragmenting stack traces and increasing indirection.
  • Indirection Minimization - Minimizes layered abstractions and architectural indirection to reduce the mental effort of tracing execution.
  • Architectural Indirection Reducers - Provides strategies to minimize architectural indirection and eliminate superfluous abstraction layers.
  • Stakeholder-Aligned Boundaries - Aligns module boundaries with business stakeholders to prevent unexpected architectural ripple effects.
  • Clean Coding Standards - Provides a set of clean coding standards for reducing nesting and simplifying complex logic.
  • Abstraction Cost Balancers - Provides guidance on balancing the cost of abstraction against the risk of tight coupling.
  • Coupling-Reducing Duplication - Prioritizes moderate code duplication over shared abstractions to prevent tight coupling between unrelated components.
  • Code Readability Optimizations - Suggests using intermediate variables with descriptive names to simplify complex conditional logic.
  • Composition-Based Modeling - Replaces deep class hierarchies with object composition to prevent behavior from being obscured across multiple parent classes.
  • Code Maintainability Principles - Establishes maintainability principles focused on reducing the mental effort of code comprehension.
  • Distributed Service Architectures - Provides strategies for balancing service granularity to avoid the complexity of distributed monoliths.
  • Module-to-Service Extractions - Balances service size by favoring isolated modules over overly granular services to reduce network complexity.
  • Isolated Monolithic Modules - Groups related functionality into isolated modules within a monolith to avoid the complexity of distributed services.
  • Guard Clauses - Employs early return patterns via guard clauses to handle preconditions and maintain linear execution paths.
  • Over-Abstraction Preventers - Prevents tight coupling between unrelated components by permitting moderate code duplication over shared abstractions.
  • Dependency Inversion Patterns - Utilizes dependency inversion to flatten architectural layers and reduce the indirection of request tracing.
  • Service Granularity Optimization - Prevents the creation of too many shallow services to reduce the cognitive load of managing distributed systems.
  • Software Architecture Design - Applies architectural design principles to reduce system complexity and avoid distributed monoliths.
  • Domain-Driven Designs - Applies domain-driven design to establish a shared language and module boundaries aligned with the problem space.
  • Layered Architectures - Reduces the number of jumps required to trace a request by avoiding excessive architectural layering.
  • Layer Reduction - Removes superfluous horizontal abstraction layers in favor of dependency inversion to simplify debugging.
  • Decoupled Architectures - Accepts minor code duplication to avoid unnecessary abstractions and tight coupling.
  • Composition Over Inheritance - Provides guidance on favoring object composition over deep inheritance hierarchies to reduce cognitive load.
  • Logic Decoupling - Wraps framework-specific infrastructure around a core business logic layer to decouple domain rules from the platform.
  • Coupling and Dependency Management - Balances the drive for code reuse with the need to avoid tight coupling between unrelated components.
  • Coupling Management - Prioritizes decoupling over code reuse to ensure components can be modified without unintended side effects.
  • Single Responsibility Principles - Applies single responsibility principles by aligning module boundaries with specific business stakeholders.
  • Software Engineering Principles - Collects fundamental software engineering principles designed to minimize the mental effort of maintenance.
  • Stakeholder-Based Module Partitioning - Defines module boundaries by assigning responsibility to the specific business actor or user the code serves.
  • Stakeholder-Based Responsibility Mapping - Defines module responsibilities based on the specific business actors they serve to minimize ripple effects.
  • Ubiquitous Languages - Employs a shared ubiquitous language between developers and stakeholders to align mental models of the problem space.
  • Readability-Focused Logic Simplifiers - Simplifies complicated boolean logic by using descriptive intermediate variables to reduce mental load.
  • Feature Restrictions - Restricts the use of obscure or redundant language features to maximize code readability.
  • Readability Restrictions - Provides guidelines for restricting complex language features to ensure code remains readable and easy to maintain.
  • API Error Handling Patterns - Implements API error design by using self-describing strings instead of numeric status codes.
  • Branching Depth Reducers - Uses early return patterns to handle edge cases first, reducing the depth of branching logic.
  • Indirection Reduction - Provides a system for reducing architectural indirection by minimizing abstraction layers and favoring dependency inversion.
  • Conditional Logic Simplifiers - Simplifies multifaceted conditional statements by introducing intermediate variables with descriptive names.
  • Early-Return Patterns - Employs early-return patterns to flatten nested logic and focus on the primary execution path.
  • Service Consolidation - Promotes grouping related functionality into larger services to avoid the overhead of managing a distributed monolith.
  • Self-Describing Error Strings - Promotes using self-describing strings instead of numeric status codes to remove external mapping overhead.
  • Granularity Optimization - Guides the balance of service granularity to avoid the cognitive overhead of overly fragmented distributed systems.
  • Modular Monolith Strategies - Encourages delaying network layer introduction in favor of isolated modules until independent deployment is strictly required.
  • Microservices Design Patterns - Outlines design patterns for balancing microservice granularity to prevent distributed monolith overhead.
  • Modular Monoliths - Advocates for modular monoliths to avoid the complexity and network overhead of distributed monoliths.
  • Service Architectures - Balances service granularity to ensure changes do not necessitate updates across numerous separate units.
  • Deep Module Design - Promotes the design of deep modules that hide internal complexity behind stable interfaces.
  • Software Architecture Patterns - Implements software architecture patterns that prioritize simplification and the removal of superfluous layers.
  • Maintainability Principles - Improves maintainability by reducing architectural indirection and unnecessary abstraction layers.
  • Container Nesting - Uses guard clauses and early returns to eliminate deeply nested if-statements.
  • Code Quality - Strategies for reducing mental effort when reading code.

Star history

Star history chart for zakirullin/cognitive-loadStar history chart for zakirullin/cognitive-load

How this analysis was created: This summary and feature list are AI-generated from collected project material and can contain mistakes. Stars, license and language are imported from GitHub. Inclusion does not mean that we have tested or audited this project. Check the source documentation for any feature you depend on. Learn more on our About page.

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Projects sharing features with Cognitive Load

These projects share indexed features with Cognitive Load. Shared tags can include platform or build tooling; verify the primary use case before treating a result as a replacement.
  • timoxley/best-practicestimoxley avatar

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    This project serves as a comprehensive handbook and architectural guide for software engineering best practices. It provides a curated set of principles and technical guidelines focused on maintaining long-term code health, reducing complexity, and ensuring that software systems remain readable and manageable as they grow. The core philosophy centers on modularity and domain-driven design, encouraging developers to structure applications around specific business use cases rather than the constraints of external frameworks. By prioritizing interface-based contracts and dependency injection, th

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    ryanmcdermott/3rs-of-software-architecture

    1,113View on GitHub↗

    This project is a comprehensive guide to software architecture, providing a framework for designing maintainable, readable, and modular codebases. It focuses on establishing design best practices that help developers structure complex applications into independent, single-purpose units. The guide emphasizes the use of modular programming principles to decouple software components, allowing for greater reusability across different parts of an application or separate projects. By prioritizing interface-based design and the dependency inversion principle, it enables safe, incremental refactoring

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  • labs42io/clean-code-typescriptlabs42io avatar

    labs42io/clean-code-typescript

    9,764View on GitHub↗

    This project is a set of software engineering standards and architectural patterns for writing maintainable and refactorable TypeScript code. It provides a comprehensive guide for implementing clean code principles, focusing on the application of SOLID design and structural patterns to build decoupled systems. The framework prioritizes composition over inheritance and utilizes dependency inversion to reduce system coupling. It establishes standards for strict static typing and the use of read-only modifiers to ensure type safety and eliminate runtime errors. The guidance covers a broad range

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  • felipe-augusto/clean-code-javascriptfelipe-augusto avatar

    felipe-augusto/clean-code-javascript

    4,891View on GitHub↗

    This project is a comprehensive guide and set of engineering standards for writing readable, maintainable, and scalable JavaScript code. It provides a framework for software architecture, refactoring patterns, and clean coding practices designed to improve codebase health and longevity. The guide emphasizes the application of SOLID principles and architectural strategies such as dependency inversion and the separation of concerns. It focuses on transforming complex conditional logic through polymorphism and refactoring, while promoting a transition from imperative loops to declarative functio

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Frequently asked questions

What does zakirullin/cognitive-load do?

This project is a collection of software engineering principles and architectural design patterns designed to minimize the mental effort required to understand and maintain source code. It serves as a guide for implementing clean code methodologies and architectural simplification to reduce the overall cognitive load on developers.

What are the main features of zakirullin/cognitive-load?

The main features of zakirullin/cognitive-load are: Cognitive Load Reducers, Cognitive Load Reduction, System Architectures, Software-Defined Architectures, Early Return Patterns, Abstraction Layers, Indirection Minimization, Architectural Indirection Reducers.

Which projects share features with zakirullin/cognitive-load?

Projects with overlapping indexed features include: timoxley/best-practices — This project serves as a comprehensive handbook and architectural guide for software engineering best practices. It… ryanmcdermott/3rs-of-software-architecture — This project is a comprehensive guide to software architecture, providing a framework for designing maintainable,… labs42io/clean-code-typescript — This project is a set of software engineering standards and architectural patterns for writing maintainable and… felipe-augusto/clean-code-javascript — This project is a comprehensive guide and set of engineering standards for writing readable, maintainable, and… piotrplenik/clean-code-php — This project is a PHP clean code guide and software architecture reference. It provides a set of standards, naming… cosmicpython/book — This project is a technical resource and pattern library for building enterprise applications with Python. It serves…