[use-cases]

Edge & Robotics

Name: shodh-memory
Author: Shodh

Shodh-memory runs anywhere from Raspberry Pi to industrial PLCs. No cloud, no latency, no data leaving your premises. Memory that works where your robots do.

why-edge.md

# Why Edge Memory Matters

Cloud-based AI has three fatal flaws for robotics:

  1. LATENCY  - 100-500ms round trip kills real-time control
  2. CONNECTIVITY - Factories, farms, vehicles lose connection
  3. PRIVACY  - Operational data leaving premises = IP risk

Shodh-memory solves all three:

  + <1us graph lookup, 34-58ms semantic search
  + Single binary, zero network dependencies
  + All data stays on-device, always

industrial-robotics.rs

🤖

Industrial Robotics

Memory for robot arms and autonomous manufacturing systems. Learn tool preferences, remember failure modes, adapt to new parts without retraining.

<50ms recall latencyOffline operationReal-time learning

A welding robot remembers which torch angles work best for different metal thicknesses.

autonomous-vehicles.rs

🚗

Autonomous Vehicles

Edge-deployed memory for self-driving cars and drones. Store learned routes, remember unusual traffic patterns, maintain situational awareness.

Sub-millisecond lookupNo cloud dependencyPersistent across restarts

An autonomous delivery drone remembers that Building 7 has a tricky landing zone.

smart-manufacturing.rs

🏭

Smart Manufacturing

Production line AI that learns from experience. Remember optimal machine settings, predict maintenance needs, adapt to product variations.

Air-gapped deploymentMulti-agent coordinationTemporal patterns

A CNC controller remembers that aluminum batch #4523 requires different feed rates.

medical-devices.rs

🏥

Medical Devices

FDA-compliant memory for medical AI. Patient-specific preferences, treatment history, drug interaction patterns stored locally.

HIPAA-readyAudit loggingDeterministic recall

An insulin pump AI learns individual patient glucose patterns over time.

agricultural-robotics.rs

🌾

Agricultural Robotics

Memory for farm robots and smart irrigation. Learn field conditions, remember crop-specific needs, adapt to seasonal changes.

Solar-powered edgeWeather-resilientMulti-season learning

A harvesting robot remembers soil conditions in different field sections.

defense-&-aerospace.rs

🛡️

Defense & Aerospace

Secure, air-gapped memory for mission-critical systems. No external dependencies, complete operational sovereignty.

Zero network requiredCryptographic integrityTamper detection

A reconnaissance drone maintains mission context across communication blackouts.

smart-home-hubs.rs

🏠

Smart Home Hubs

Privacy-first home automation memory. Learn family routines, remember preferences, adapt to seasonal patterns.

Local-only processingFamily-safe privacyLow power (<5W)

A home assistant learns that Tuesday evenings mean workout music.

warehouse-automation.rs

📦

Warehouse Automation

Memory for autonomous forklifts and picking robots. Learn warehouse layouts, remember item locations, optimize routes.

Real-time coordinationSpatial reasoningMulti-robot sync

A picking robot learns that aisle 7 gets congested at 2pm.

Hardware Requirements

Minimum

+ARM Cortex-A53
+512MB RAM
+100MB storage
+Linux/RTOS

Tested Platforms

+Raspberry Pi 4/5
+NVIDIA Jetson
+BeagleBone
+Industrial PCs

Ready to add memory to your edge devices?

Get Started View Source