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Rafay121/README.md

MOHAMMED RAFAY

๐Ÿง  Founder, MemorySync ยท Memory infrastructure for autonomous systems

Agents don't fail because the model is weak. They fail because their state is mismanaged. I build the layer that fixes that.

โš™๏ธ Focus & Core Architecture

Context windows are finite and tokens are a budget. I work on keeping long-running agents fast, cheap, and coherent:

  • ๐Ÿ—„๏ธ Long-term retention that outlives the context window and carries across sessions and tools
  • ๐Ÿ•ธ๏ธ Memory graphs that retrieve by relationship and meaning, not just vector similarity
  • ๐ŸŽฏ Adaptive retrieval that returns the smallest useful slice instead of everything that loosely matches
  • ๐Ÿ”ฅ Hot / warm / cold tiering that moves memory between tiers based on how it is actually used, so token bloat stays under control

๐Ÿš€ Active Projects

MemorySync is production memory infrastructure for AI agents.

  • ๐Ÿ”’ Core engine: a managed service
  • ๐Ÿ”Œ Framework adapters: fully open-source at @memorysyncio, with native support for Claude Code, Cursor, n8n, Dify, Pipecat, LangGraph, Agno, Mastra, Vercel AI SDK, and CrewAI

๐Ÿ› ๏ธ Core Tooling Systems

Vector index runtimes for low-latency recall, async streaming pipelines that keep memory writes off the agent's hot path, and containerized server architectures built for reproducible deployment.

Pinned Loading

  1. NousResearch/hermes-agent NousResearch/hermes-agent Public

    The agent that grows with you

    Python 254k 55.1k

  2. python-agents-examples python-agents-examples Public

    Forked from livekit-examples/python-agents-examples

    Runnable examples for LiveKit Agents in Python

    TypeScript

  3. Twitter-Bot-Detection Twitter-Bot-Detection Public

    Jupyter Notebook

  4. Startup.ai Startup.ai Public

    TypeScript