AI can reason.
Now it needs to interact.
The physical world runs on a loop: sense what’s happening, understand it, respond.
LLMs are finally capable of driving that loop.
E2D is building the orechstration layer between observation, interpretation, and action so that agents can operate in the real world.
Example workflow
From Detection to Action: Real-World Applications
Warehouse & Manufacturing Operations
Observe: Cameras and sensors monitor production lines, equipment, and personnel behavior.
Interpret: E2D detects unsafe actions, operational slowdowns, or anomalies in equipment or misused machinery.
Act: Triggers alerts, pauses equipment, or logs incidents for compliance and safety audits.
💡 Prevents costly downtime and improves operational efficiency, while reducing potential for human error.
Healthcare & Assisted Living
Observe: Cameras, motion sensors, and health data (e.g. vitals, sleep, medication routines).
Interpret: E2D detects falls, abnormal inactivity, health annormalities, or signs of medical distress.
Act: Sends real-time alerts to caregivers with detailed information. I.e. patient fell, patient is cold, annormality in heart rate.
💡 Protects vulnerable individuals while reducing 24/7 monitoring overhead.
Seismic & Environmental Monitoring
Observe: Seismic sensors, barometers, and water level meters monitor physical environments.
Interpret: E2D identifies earthquake tremors, pressure changes, or flooding indicators in real time.
Act: Sends alerts to authorities or triggers local alarms and evacuation workflows.
💡 Enables disaster response and early warnings for at-risk zones.
Retail & Commercial Spaces
Observe: Overhead cameras and foot-traffic sensors track visitors, behavior, and in-store activity.
Interpret: E2D identifies theft, loitering, long queues, or stock-out situations.
Act: Notifies security or adjusts staffing based on real-time demand.
💡 Reduces shrinkage and improves customer experience.
Smart Homes & Consumer Automation
Observe: Cameras, motion sensors, and smart devices monitor daily routines and activity patterns.
Interpret: E2D detects deviations like unexpected movement, prolonged inactivity, or signs of intrusion.
Act: Triggers alerts, controls smart devices, or notifies emergency contacts as needed.
💡 Boosts safety, automates response, and adapts to everyday behavior.
Military & Defense
Observe: Thermal cameras, motion sensors, and radar monitor secure zones or borders.
Interpret: E2D distinguishes between threats (e.g. human movement, drones) and harmless activity (e.g. wildlife).
Act: Escalates to security teams, triggers alarms, logs intrusions based on severity, sends drone to the area.
💡 Enhances national security infrastructure with smart, scalable surveillance.
E2D System Architecture
+------------------+ +------------------+ +------------------+
| Camera, other | | Digital Data | | Smart Sensors, |
| Passive Sensors | | Sources | | Drones, Robots |
+------------------+ +------------------+ +------------------+
\ | / ^
\ | / |
\ | / |
+----------------------------------------+ |
| User-Chosen Triggers | |
+----------------------------------------+ |
| |
v |
+----------------------------------------+ |
| Command Center ft. general-purpose | |
| agents w/ visual capabilities | |
+----------------------------------------+ |
/ | \ |
/ | \ |
v v v |
+--------+ +--------+ +--------+ |
| MCP A | | MCP B | | MCP C | |
+--------+ +--------+ +--------+ |
| | | |
v v v |
+--------------+ +--------------+ +--------------+ |
| Send email, | | Smart I/O | | Feedback |--+
| text, notify | | devices | | |
+--------------+ +--------------+ +--------------+
Bring real-world AI to life with E2D
Build intelligent agents that observe, interpret, and act, across sensors, environments, and industries. No hardware replacements. No code required.