Shodh-Memory is a local-first AI memory system:

  - 100% offline, runs on edge devices
  - 4MB binary, sub-100ms retrieval
  - Multi-tier memory (working → session → long-term)
  - Geo-spatial queries for GPS-tagged memories
  - Mission tracking for autonomous systems

  Quick example:
  ```python
  from shodh_memory import MemorySystem

  memory = MemorySystem("./robot_memory")
  memory.record(
      content="Obstacle detected at X=5.2, Y=10.1",
      experience_type="observation"
  )
  results = memory.retrieve("obstacles near position 5")

Website: https://shodh-rag.com/memory PyPI: https://pypi.org/project/shodh-memory/ GitHub: https://github.com/varun29ankuS/shodh-memory

Feedback welcome - especially from anyone working on robotics or edge AI.