src.ai.enrichment.intelligent_enricher module#

Intelligent Task Enricher for Marcus Phase 3.

AI-powered task enrichment that goes beyond pattern matching to provide semantic understanding and intelligent enhancement of task metadata.

class src.ai.enrichment.intelligent_enricher.EnhancementResult[source]#

Bases: object

Result of AI-powered task enrichment.

original_task: Task#

enhanced_description: str#

suggested_labels: List[str]#

estimated_hours: float | None#

suggested_dependencies: List[str]#

acceptance_criteria: List[str]#

risk_factors: List[str]#

confidence: float#

reasoning: str#

changes_made: Dict[str, Any]#

enhancement_timestamp: datetime | None = None#

__post_init__()[source]#

Initialize post-creation.

Return type:: None

__init__(original_task, enhanced_description, suggested_labels, estimated_hours, suggested_dependencies, acceptance_criteria, risk_factors, confidence, reasoning, changes_made, enhancement_timestamp=None)#

Parameters:

original_task (Task)
enhanced_description (str)
suggested_labels (List[str])
estimated_hours (float | None)
suggested_dependencies (List[str])
acceptance_criteria (List[str])
risk_factors (List[str])
confidence (float)
reasoning (str)
changes_made (Dict[str, Any])
enhancement_timestamp (datetime | None)

Return type:

None

class src.ai.enrichment.intelligent_enricher.ProjectContext[source]#

Bases: object

Extended project context for intelligent enrichment.

project_type: str#

tech_stack: List[str]#

team_size: int#

existing_tasks: List[Task]#

project_standards: Dict[str, Any]#

historical_data: List[Dict[str, Any]]#

quality_requirements: Dict[str, Any]#

__init__(project_type, tech_stack, team_size, existing_tasks, project_standards, historical_data, quality_requirements)#

Parameters:

project_type (str)
tech_stack (List[str])
team_size (int)
existing_tasks (List[Task])
project_standards (Dict[str, Any])
historical_data (List[Dict[str, Any]])
quality_requirements (Dict[str, Any])

Return type:

None

class src.ai.enrichment.intelligent_enricher.IntelligentTaskEnricher[source]#

Bases: object

AI-enhanced task enricher that provides semantic understanding.

Goes beyond the pattern-based enrichment from Phase 2 to use AI for semantic understanding and intelligent enhancement.

__init__()[source]#

Return type:: None

async enrich_task_with_ai(task, project_context)[source]#

Enrich a task using AI-powered semantic analysis.

Parameters:

task (Task)
project_context (ProjectContext)

Return type:

EnhancementResult

Returns:

Enhanced task with AI-generated improvements

async enrich_task_batch(tasks, project_context)[source]#

Enrich multiple tasks with intelligent batching.

Parameters:

tasks (List[Task])
project_context (ProjectContext)

Return type:

List[EnhancementResult]

Returns:

List of enrichment results

async get_enrichment_statistics(results)[source]#

Get statistics about enrichment results.

Return type:: Dict[str, Any]
Parameters:: results (List[EnhancementResult])