From 30c5b179ddaef6702e803fbaf644b0226a5a221c Mon Sep 17 00:00:00 2001 From: "google-labs-jules[bot]" <161369871+google-labs-jules[bot]@users.noreply.github.com> Date: Sun, 14 Dec 2025 00:55:52 +0000 Subject: [PATCH] Migrate PRD to OpenSpec format Migrates the monolithic RST-based Product Requirements Document (PRD) to modular OpenSpec Markdown specifications. - Analyzed and grouped requirements into logical capabilities: - `core-decoration`: Function, class, and module decoration logic. - `annotation-extraction`: Extraction of `Doc`, `Raises`, and complex types. - `introspection`: Recursion control and visibility rules. - `customization`: Renderers, fragment tables, and context configuration. - Created specification files in `documentation/architecture/openspec/specs/`. - Included relevant non-functional requirements (NFRs) in the appropriate capability specs. - Removed the legacy `documentation/prd.rst` file. - Verified specifications with `openspec validate`. --- .../specs/annotation-extraction/spec.md | 75 +++ .../openspec/specs/core-decoration/spec.md | 82 ++++ .../openspec/specs/customization/spec.md | 48 ++ .../openspec/specs/introspection/spec.md | 45 ++ documentation/prd.rst | 430 ------------------ 5 files changed, 250 insertions(+), 430 deletions(-) create mode 100644 documentation/architecture/openspec/specs/annotation-extraction/spec.md create mode 100644 documentation/architecture/openspec/specs/core-decoration/spec.md create mode 100644 documentation/architecture/openspec/specs/customization/spec.md create mode 100644 documentation/architecture/openspec/specs/introspection/spec.md delete mode 100644 documentation/prd.rst diff --git a/documentation/architecture/openspec/specs/annotation-extraction/spec.md b/documentation/architecture/openspec/specs/annotation-extraction/spec.md new file mode 100644 index 0000000..711954c --- /dev/null +++ b/documentation/architecture/openspec/specs/annotation-extraction/spec.md @@ -0,0 +1,75 @@ +# Annotation Extraction + +## Purpose +Extracts documentation and metadata from Python type annotations, enabling rich, inline documentation that is processed into standard docstring formats. + +## Requirements + +### Requirement: Doc Extraction +`Doc` objects embedded in `Annotated` types SHALL be extracted and used as documentation text. + +Priority: Critical + +#### Scenario: Single Doc Object +- **WHEN** an annotation is `Annotated[T, Doc("description")]` +- **THEN** "description" is extracted as the documentation text + +#### Scenario: Multiple Doc Objects +- **WHEN** an annotation has multiple `Doc` objects +- **THEN** their contents are concatenated with proper spacing +- **AND** multiline descriptions are indented correctly + +### Requirement: Raises Documentation +`Raises` annotations in return types SHALL document exceptions that may be raised. + +Priority: Critical + +#### Scenario: Single Exception +- **WHEN** the return annotation includes `Raises(ExceptionClass, "description")` +- **THEN** a `:raises ExceptionClass:` field is generated with the description + +#### Scenario: Multiple Exceptions +- **WHEN** multiple `Raises` annotations are present +- **THEN** each is processed independently and added to the docstring + +#### Scenario: Exception Sequence +- **WHEN** `Raises` is initialized with a sequence of exception classes +- **THEN** they are documented as a Union of exceptions + +### Requirement: Complex Type Reduction +Complex generic types SHALL be reduced to a readable format for documentation. + +Priority: High + +#### Scenario: Union Types +- **WHEN** a type is `Union[A, B]` or `A | B` +- **THEN** it is rendered as `A | B` in the documentation + +#### Scenario: Generic Types +- **WHEN** a type is `Container[ElementType]` +- **THEN** it is rendered with its generic arguments recursively reduced + +#### Scenario: Forward References +- **WHEN** a type is a `ForwardRef` or string annotation +- **THEN** it is rendered as the string representation +- **AND** infinite recursion from cycles is prevented via cache + +### Requirement: Cycle Detection +The system SHALL detect and handle reference cycles in annotations. + +Priority: Critical + +#### Scenario: Recursive Types +- **WHEN** a type definition refers to itself +- **THEN** infinite recursion is prevented +- **AND** the type is represented as `Any` or a string reference in documentation + +### Requirement: Malformed Annotation Handling +The system SHALL handle invalid or malformed annotations gracefully. + +Priority: High + +#### Scenario: Invalid Metadata +- **WHEN** annotation metadata is invalid (e.g., non-Doc object where expected) +- **THEN** a warning is issued via the notifier +- **AND** the process continues without crashing diff --git a/documentation/architecture/openspec/specs/core-decoration/spec.md b/documentation/architecture/openspec/specs/core-decoration/spec.md new file mode 100644 index 0000000..c367075 --- /dev/null +++ b/documentation/architecture/openspec/specs/core-decoration/spec.md @@ -0,0 +1,82 @@ +# Core Decoration + +## Purpose +Enables automatic documentation generation for functions, classes, and modules by decorating them or explicitly assigning docstrings. It bridges the gap between Python's rich type annotations and documentation tools like Sphinx, ensuring that documentation lives alongside the code it describes. + +## Requirements + +### Requirement: Function Decoration +The `@with_docstring()` decorator SHALL generate parameter and return documentation from function annotations and assign it to the function's `__doc__` attribute. + +Priority: Critical + +#### Scenario: Basic Function Decoration +- **WHEN** a function is decorated with `@with_docstring()` +- **AND** the function has `Annotated` parameters with `Doc` metadata +- **THEN** the function's `__doc__` attribute contains Sphinx-formatted parameter documentation +- **AND** existing docstring content is preserved if `preserve=True` + +#### Scenario: Keyword-only and Variadic Parameters +- **WHEN** a function has keyword-only or variadic parameters (`*args`, `**kwargs`) +- **THEN** they are correctly documented in the generated docstring + +### Requirement: Class Decoration +The `@with_docstring()` decorator SHALL document class and instance attributes from class annotations when applied to a class. + +Priority: Critical + +#### Scenario: Class Attribute Documentation +- **WHEN** a class is decorated with `@with_docstring()` +- **AND** the class has `Annotated` attributes with `Doc` metadata +- **THEN** class variables are documented as `:cvar:` +- **AND** instance variables are documented as `:ivar:` + +#### Scenario: Property Documentation +- **WHEN** a class has a property with a getter +- **THEN** the property is documented based on the getter's docstring and signature + +### Requirement: Module Documentation +The `assign_module_docstring()` function SHALL document module-level attributes from module annotations. + +Priority: Critical + +#### Scenario: Module Attribute Documentation +- **WHEN** `assign_module_docstring(module)` is called +- **THEN** annotated module-level variables are documented +- **AND** `TypeAlias` annotations are documented as `:py:type:` +- **AND** other variables are documented as `:py:data:` + +#### Scenario: Visibility Respect +- **WHEN** the module has `__all__` defined +- **THEN** only attributes listed in `__all__` are documented by default + +### Requirement: Default Value Handling +The system SHALL allow controlling how default values are documented via `Default` metadata. + +Priority: Medium + +#### Scenario: Suppress Default Value +- **WHEN** an argument has `Default(mode=ValuationModes.Suppress)` +- **THEN** the default value is omitted from the generated documentation + +#### Scenario: Surrogate Default Value +- **WHEN** an argument has `Default(mode=ValuationModes.Surrogate, surrogate="value")` +- **THEN** "value" is shown as the default in the documentation + +### Requirement: Decoration Safety +The system SHALL prevent multiple decoration of the same object and ensure minimal overhead. + +Priority: Critical + +#### Scenario: Multiple Decoration Prevention +- **WHEN** an object is decorated multiple times +- **THEN** it is processed only once (idempotency) + +### Requirement: Sphinx Compatibility +Generated docstrings SHALL be compatible with Sphinx Autodoc. + +Priority: Critical + +#### Scenario: Sphinx Parsing +- **WHEN** generated docstrings are parsed by Sphinx +- **THEN** they render correctly without syntax errors diff --git a/documentation/architecture/openspec/specs/customization/spec.md b/documentation/architecture/openspec/specs/customization/spec.md new file mode 100644 index 0000000..a3999f6 --- /dev/null +++ b/documentation/architecture/openspec/specs/customization/spec.md @@ -0,0 +1,48 @@ +# Customization + +## Purpose +Provides extension points for users to customize the output format, manage reusable content, and configure the documentation generation process. + +## Requirements + +### Requirement: Custom Renderers +Custom renderers SHALL be capable of generating documentation in formats other than Sphinx reStructuredText. + +Priority: High + +#### Scenario: Renderer Protocol +- **WHEN** a custom renderer matching the `Renderer` protocol is provided +- **THEN** it receives introspection data and context +- **AND** its output is used as the generated docstring + +### Requirement: Fragment Tables +Reusable documentation fragments SHALL be definable and referenced from multiple locations. + +Priority: Medium + +#### Scenario: Fragment Reference +- **WHEN** a string annotation matches a key in the `FragmentsTable` +- **THEN** the corresponding value from the table is used in the documentation + +#### Scenario: Missing Fragment +- **WHEN** a fragment name is not found in the table +- **THEN** an error is reported via the notifier + +### Requirement: Context Configuration +`Context` objects SHALL configure and customize the documentation generation process. + +Priority: High + +#### Scenario: Context Customization +- **WHEN** `produce_context()` is called with custom components (notifier, rectifier) +- **THEN** a `Context` object is created with those customizations +- **AND** the context is immutable to prevent accidental modification + +### Requirement: Extension Protocols +The system SHALL provide protocols for custom components. + +Priority: High + +#### Scenario: Custom Implementation +- **WHEN** a user implements `Renderer`, `Notifier`, `VisibilityDecider`, or `FragmentRectifier` protocols +- **THEN** the system accepts and uses the custom implementation diff --git a/documentation/architecture/openspec/specs/introspection/spec.md b/documentation/architecture/openspec/specs/introspection/spec.md new file mode 100644 index 0000000..3588f0d --- /dev/null +++ b/documentation/architecture/openspec/specs/introspection/spec.md @@ -0,0 +1,45 @@ +# Introspection + +## Purpose +Controls the scope and depth of documentation generation, allowing users to define what gets documented and how visibility rules are applied. + +## Requirements + +### Requirement: Visibility Control +Attribute visibility SHALL be controlled to hide internal implementation details or force documentation of specific members. + +Priority: High + +#### Scenario: Conceal Visibility +- **WHEN** an attribute has `Visibilities.Conceal` annotation +- **THEN** it is excluded from the generated documentation + +#### Scenario: Reveal Visibility +- **WHEN** an attribute has `Visibilities.Reveal` annotation +- **THEN** it is included in the generated documentation even if private + +#### Scenario: Custom Visibility Decider +- **WHEN** a custom `VisibilityDecider` is provided in the context +- **THEN** it determines visibility based on the possessor, name, and annotation + +### Requirement: Introspection Control +Introspection configuration SHALL control which object types are recursively documented and the documentation scope. + +Priority: Medium + +#### Scenario: Target Selection +- **WHEN** `IntrospectionControl.targets` includes `Module` +- **THEN** submodules matching the package prefix are recursively documented + +#### Scenario: Recursion Limit +- **WHEN** an object defines `_dynadoc_introspection_limit_` +- **THEN** recursion depth and targets are limited for that object's subtree + +### Requirement: Custom Introspectors +The system SHALL support custom introspectors for special class types. + +Priority: Medium + +#### Scenario: Special Class Introspection +- **WHEN** a class has special structure (e.g., Enum, dataclass) +- **THEN** a registered custom introspector can handle it diff --git a/documentation/prd.rst b/documentation/prd.rst deleted file mode 100644 index 6c31fc9..0000000 --- a/documentation/prd.rst +++ /dev/null @@ -1,430 +0,0 @@ -.. vim: set fileencoding=utf-8: -.. -*- coding: utf-8 -*- -.. +--------------------------------------------------------------------------+ - | | - | Licensed under the Apache License, Version 2.0 (the "License"); | - | you may not use this file except in compliance with the License. | - | You may obtain a copy of the License at | - | | - | http://www.apache.org/licenses/LICENSE-2.0 | - | | - | Unless required by applicable law or agreed to in writing, software | - | distributed under the License is distributed on an "AS IS" BASIS, | - | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | - | See the License for the specific language governing permissions and | - | limitations under the License. | - | | - +--------------------------------------------------------------------------+ - - -******************************************************************************* -Product Requirements Document -******************************************************************************* - -Executive Summary -=============================================================================== - -Dynadoc is a Python library that bridges the gap between modern rich type -annotations (``Doc`` objects, ``Raises`` specifications, and other annotation -metadata) and automatic documentation generation tools like Sphinx Autodoc. By -introspecting annotated Python objects and extracting embedded documentation -metadata, Dynadoc generates comprehensive, formatted docstrings that integrate -seamlessly with existing documentation workflows. - -The library enables Python developers to write documentation once—as -annotation metadata—and automatically generate polished docstrings without -manual duplication or maintenance overhead. - -**Note on PEP 727**: While :pep:`727` (Documentation Metadata in Typing) has -been withdrawn, the ``Doc`` object it introduced remains available in -``typing_extensions`` and is maintained indefinitely by its maintainers. -Dynadoc provides its own fallback implementation should this support ever be -removed. - -Problem Statement -=============================================================================== - -Modern Python supports rich type annotations through ``Annotated`` types and -metadata objects like ``Doc`` (originally from the withdrawn :pep:`727`, now -maintained in ``typing_extensions``). However, documentation tools like Sphinx -Autodoc cannot directly process this embedded metadata, forcing developers to -choose between: - -1. **Manual duplication**: Writing the same information twice—once in - annotations and again in docstrings—leading to maintenance burden and - documentation drift -2. **Incomplete documentation**: Relying solely on type hints without - descriptive documentation, resulting in poor developer experience -3. **Custom tooling**: Building project-specific solutions that don't - generalize or integrate with standard documentation pipelines - -This problem affects Python library maintainers, API developers, and teams -adopting modern typing practices. The consequences include: - -* Increased maintenance cost from keeping annotations and docstrings - synchronized -* Documentation quality degradation as projects evolve -* Inconsistent documentation styles across codebases -* Reduced adoption of rich annotation metadata due to lack of tooling support - -Current workarounds involve writing custom Sphinx extensions or manually -copying annotation metadata into docstrings, neither of which provides a -reusable, standardized solution. - -Goals and Objectives -=============================================================================== - -Primary Objectives -------------------------------------------------------------------------------- - -* **REQ-GOAL-001** [Critical]: Extract documentation from PEP 727 ``Doc`` - objects and render as Sphinx-compatible docstrings - - *Success metric*: 100% of ``Doc`` annotations successfully extracted and - formatted - -* **REQ-GOAL-002** [Critical]: Support exception documentation via ``Raises`` - annotations in return types - - *Success metric*: All ``Raises`` specifications correctly rendered as - ``:raises:`` directives - -* **REQ-GOAL-003** [Critical]: Preserve existing docstring content while - augmenting with generated documentation - - *Success metric*: Original docstrings retained when ``preserve=True`` - -* **REQ-GOAL-004** [High]: Enable recursive documentation of modules, classes, - and functions - - *Success metric*: Configurable introspection targets process entire package - hierarchies - -Secondary Objectives -------------------------------------------------------------------------------- - -* **REQ-GOAL-005** [Medium]: Support custom renderers for alternative output - formats beyond Sphinx - - *Success metric*: Protocol-based extension points allow third-party renderers - -* **REQ-GOAL-006** [Medium]: Provide visibility controls for attribute - documentation - - *Success metric*: Custom visibility deciders filter attributes based on - project-specific rules - -* **REQ-GOAL-007** [Low]: Support fragment tables for reusable documentation - snippets - - *Success metric*: Named fragments referenced from multiple locations - -Functional Requirements -=============================================================================== - -Core Decoration -------------------------------------------------------------------------------- - -**REQ-FUNC-001** [Critical]: Function Decoration - - The ``@with_docstring()`` decorator generates parameter and return - documentation from function annotations. - - Acceptance Criteria: - - - Decorator accepts functions with annotated parameters - - ``Doc`` metadata extracted from ``Annotated`` types - - Generated docstring includes ``:argument:``, ``:type:``, ``:returns:``, and ``:rtype:`` fields - - Existing docstring content preserved when ``preserve=True`` - - Works with positional, keyword-only, and variadic parameters - -**REQ-FUNC-002** [Critical]: Class Decoration - - The ``@with_docstring()`` decorator documents class and instance attributes - from class annotations. - - Acceptance Criteria: - - Decorator processes class-level annotations - - Distinguishes between class variables (``ClassVar``) and instance variables - - Generated docstring includes ``:cvar:`` and ``:ivar:`` fields - - Supports inheritance of annotations when configured - - Handles properties and descriptors appropriately - -**REQ-FUNC-003** [Critical]: Module Documentation - - The ``assign_module_docstring()`` function documents module-level attributes - from module annotations. - - Acceptance Criteria: - - Accepts module object or string module name - - Processes module-level annotated variables - - Respects ``__all__`` for visibility when present - - Handles ``TypeAlias`` annotations specially - - Generates ``:py:data::`` and ``:py:type::`` directives - -Annotation Processing -------------------------------------------------------------------------------- - -**REQ-FUNC-004** [Critical]: Doc Extraction - - ``Doc`` objects in annotations are extracted and used as documentation text. - - Acceptance Criteria: - - ``Annotated[type, Doc("description")]`` extracts "description" - - Multiple ``Doc`` objects concatenated with proper spacing - - Multiline descriptions formatted correctly with indentation - - Works for parameters, returns, and attributes - -**REQ-FUNC-005** [Critical]: Raises Documentation - - ``Raises`` annotations in return types document exceptions that may be - raised. - - Acceptance Criteria: - - ``Raises(ExceptionClass, "description")`` generates ``:raises:`` field - - Supports single exception class or sequence of classes - - Multiple ``Raises`` annotations processed independently - - Description optional (produces field without description text) - -**REQ-FUNC-006** [High]: Complex Type Reduction - - Complex generic types are formatted readably in documentation. - - Acceptance Criteria: - - Union types rendered as ``type1 | type2`` - - Generic types rendered as ``Container[ElementType]`` - - Nested generics handled recursively - - Forward references and string annotations handled gracefully - - Cycle detection prevents infinite recursion - -Customization -------------------------------------------------------------------------------- - -**REQ-FUNC-007** [High]: Custom Renderers - - Custom renderers can generate documentation in formats other than Sphinx - reStructuredText. - - Acceptance Criteria: - - ``Renderer`` protocol defines extension interface - - Custom renderer receives possessor, informations, and context - - Renderer can access annotation details and descriptions - - Multiple output styles supported (e.g., Markdown, Google-style docstrings) - -**REQ-FUNC-008** [High]: Visibility Control - - Attribute visibility can be controlled to hide internal implementation - details. - - Acceptance Criteria: - - ``Visibilities.Conceal`` annotation forces attribute hiding - - ``Visibilities.Reveal`` annotation forces attribute documentation - - Custom ``VisibilityDecider`` callback for complex rules - - Default visibility based on naming conventions (``_private`` hidden) - - Respects ``__all__`` in modules - -**REQ-FUNC-009** [Medium]: Introspection Control - - Introspection configuration controls which object types are recursively - documented and documentation scope. - - Acceptance Criteria: - - - ``IntrospectionControl.targets`` specifies classes, functions, modules, and descriptors - - Per-object ``_dynadoc_introspection_limit_`` attribute overrides global settings - - Inheritance handling configurable per class - - Attribute scanning can be enabled or disabled - - Maximum recursion depth implicitly controlled by targets - -**REQ-FUNC-010** [Medium]: Fragment Tables - - Reusable documentation fragments can be defined and referenced from multiple - locations. - - Acceptance Criteria: - - Fragment table passed as ``table`` parameter - - ``Fname("fragment_name")`` annotation references table entries - - String fragments in decorator arguments look up table values - - Missing fragment names generate errors via notifier - - Fragments can come from module attributes (``_dynadoc_fragments_``) - -Configuration -------------------------------------------------------------------------------- - -**REQ-FUNC-011** [High]: Context Configuration - - ``Context`` objects configure and customize the documentation generation - process. - - Acceptance Criteria: - - ``produce_context()`` factory creates context with defaults - - Customizable notifier for warnings and errors - - Customizable fragment rectifier for text normalization - - Customizable visibility decider for attribute filtering - - Immutable context objects prevent accidental modification - -**REQ-FUNC-012** [Medium]: Default Value Handling - - Default value documentation can be controlled to suppress or replace values - as needed. - - Acceptance Criteria: - - - ``Default(mode=ValuationModes.Accept)`` uses actual default value - - ``Default(mode=ValuationModes.Suppress)`` omits default from documentation - - ``Default(mode=ValuationModes.Surrogate, surrogate="value")`` shows an alternative - - Applied via annotation metadata - - Works for function parameters and class/module attributes - -Non-Functional Requirements -=============================================================================== - -Performance -------------------------------------------------------------------------------- - -**REQ-PERF-001** [High]: Annotation caching prevents redundant type processing - - *Metric*: Each unique annotation processed at most once per decoration - -**REQ-PERF-002** [Medium]: Decoration overhead acceptable for import-time -execution - - *Metric*: Package with 100 decorated functions imports in under 1 second on - modern hardware - -Correctness -------------------------------------------------------------------------------- - -**REQ-CORR-001** [Critical]: Cycle detection prevents infinite recursion - - *Metric*: Self-referential types (e.g., ``Tree[Tree[T]]``) handled without - stack overflow - -**REQ-CORR-002** [Critical]: Multiple decoration of same object prevented - - *Metric*: Weak reference tracking ensures each object decorated exactly once - -**REQ-CORR-003** [High]: Malformed annotations handled gracefully - - *Metric*: Invalid annotation metadata generates warnings, not exceptions - -Compatibility -------------------------------------------------------------------------------- - -**REQ-COMPAT-001** [Critical]: Python 3.10+ support - - *Metric*: All features work on Python 3.10, 3.11, 3.12, 3.13+ - -**REQ-COMPAT-002** [Critical]: Sphinx Autodoc compatibility - - *Metric*: Generated docstrings parse correctly with sphinx.ext.autodoc - -**REQ-COMPAT-003** [High]: Type checker compatibility - - *Metric*: No false positives from mypy or pyright when using dynadoc - -Usability -------------------------------------------------------------------------------- - -**REQ-USE-001** [High]: Clear error messages for common mistakes - - *Metric*: Fragment not found, invalid annotation, and other errors provide - actionable guidance - -**REQ-USE-002** [Medium]: Sensible defaults require minimal configuration - - *Metric*: ``@with_docstring()`` works without parameters for typical use - cases - -**REQ-USE-003** [Medium]: API follows Python conventions - - *Metric*: Decorator and function names follow PEP 8, parameter names are - descriptive - -Extensibility -------------------------------------------------------------------------------- - -**REQ-EXT-001** [High]: Protocol-based extension points - - *Metric*: Custom renderers, notifiers, visibility deciders, fragment - rectifiers implementable without subclassing - -**REQ-EXT-002** [Medium]: Custom class introspectors - - *Metric*: Special class types (Enum, dataclass, etc.) can have specialized - introspection logic - -Constraints and Assumptions -=============================================================================== - -Technical Constraints -------------------------------------------------------------------------------- - -* Python 3.10+ required for modern ``typing`` features and ``inspect`` APIs -* Depends on Python stdlib modules: ``dataclasses``, ``enum``, ``inspect``, - ``re``, ``types``, ``typing``, ``warnings`` -* Depends on ``typing_extensions`` for ``Doc`` object support (provides - fallback if removed from ``typing_extensions``) -* Docstring generation happens at decoration time (import time or explicit - call), not lazily - -Design Assumptions -------------------------------------------------------------------------------- - -* Users follow ``Doc`` object conventions from withdrawn :pep:`727` as - implemented in ``typing_extensions`` -* Annotated types use ``Annotated[type, metadata]`` syntax from :pep:`593` -* Target documentation system supports Sphinx-style field lists (or custom - renderer provided) -* Module, class, and function docstrings are mutable (``__doc__`` writable) -* Weak references to decorated objects are viable for visit tracking - -Behavioral Assumptions -------------------------------------------------------------------------------- - -* Users want to preserve existing docstrings by default -* Public attributes (no leading underscore) should be documented by default -* Module ``__all__`` indicates exhaustive list of public API when present -* Introspection should be conservative by default (no recursive targets) - -Out of Scope -=============================================================================== - -The following features are explicitly excluded from the current product scope: - -**Alternative Documentation Standards** - -* Direct support for NumPy docstring format (can be added via custom renderer) -* Direct support for Google docstring format (can be added via custom renderer) -* Direct support for Markdown output (can be added via custom renderer) - -**Advanced Type Resolution** - -* Automatic resolution of all stringified annotations (forward references - handled on best-effort basis) -* Integration with type checkers for type inference -* Runtime type validation or checking - -**Documentation Generation** - -* Building Sphinx documentation (Dynadoc generates docstrings; Sphinx builds - docs) -* Generating standalone API documentation files -* Creating tutorials or user guides from code - -**IDE and Tooling Integration** - -* IDE plugins or language server extensions -* Direct integration with documentation hosting platforms -* Version control integration for tracking documentation changes - -**Behavioral Modifications** - -* Modifying Python's annotation semantics or evaluation -* Monkey-patching core typing or inspect modules -* Runtime performance optimization beyond caching - -**Project Management** - -* Sprint planning or development timelines are not included in this PRD -* Resource allocation and team assignments are determined separately \ No newline at end of file