RAG Retrieves Text. MSA Retrieves Thought: Rethinking Memory in LLMs
A deep dive into why current LLM memory approaches are fundamentally limited and how Memory Sparse Attention (MSA) introduces a new paradigm for scalable AI memory.
Apr 12, 2026
Author
Roopak Nijhara
AI engineer and data scientist, Co-Founder & CTO at Canvas AI, building production AI systems end-to-end—from agents and models to data pipelines, scalable deployments, and React-based product interfaces—specializing in taking AI products from concept to production.
Contributions
Back to all authorsSketch: An Open-Source Org-Level AI Assistant for Slack and WhatsApp
Sketch is an open-source organizational AI assistant inspired by OpenClaw, designed to support multi-user teams with isolated workspaces and shared knowledge across Slack and WhatsApp.
Mar 9, 2026