src.core.memory_advanced module

Enhanced Memory System for Marcus.

Extends the base Memory system with advanced prediction capabilities including confidence intervals, complexity adjustments, and time-based relevance weighting.

class src.core.memory_advanced.MemoryAdvanced

Bases: Memory

Advanced memory system with improved predictions and learning algorithms.

__init__(*args, **kwargs)

Initialize enhanced memory system.

Parameters:

• args (Any)

• kwargs (Any)

Return type:

None

async predict_task_outcome_v2(agent_id, task)

Enhanced prediction with confidence intervals and complexity adjustments.

Returns predictions with: - Confidence intervals based on sample size - Complexity-adjusted success probability - Time-based relevance weighting - Risk factor analysis

Return type:

Dict[str, Any]

Parameters:

• agent_id (str)

• task (Task)

async predict_with_ml(agent_id, task)

Future: Use ML model for predictions (placeholder for now).

Return type:

Dict[str, Any]

Parameters:

• agent_id (str)

• task (Task)