Memory System Architecture Audit & Recall Optimization
Starting at
$
500
About this service
Summary
I audit how your model encodes, stores, and retrieves memory to uncover any structural inefficiencies, recall bottlenecks, or embedding drift.
Looking from both cognitive principles and mathematical frameworks, I'll provide a system map, recall pathway diagram, and targeted recommendations to improve latency, generalization, and interpretability.
What's included
System Architecture Map
Visual breakdown of how memory is encoded, stored, and retrieved within the system. Highlights potential structural inefficiencies
Recall Pathway Diagram
Conceptual flow of how memory is currently accessed and retrieved. Includes potential traversal bottlenecks, entanglements, or instability across embeddings.
Proposal PDF
Brief report outlining system structure, identified issues, targeted recommendations for memory reorganization or recall strategy.
Duration
1 week
Skills and tools
AI Model Developer
Consultant
Data Modelling Analyst
Hugging Face
Jupyter
Python
PyTorch
scikit-learn
Industries
Artificial Intelligence
Engineering & Architecture
Computer Software