DEBCOR ENGINEERINGPATENT PENDING · AGENT MEMORY ARCHITECTURE

Incoming query

“Asset 4471 just threw a Class-2 alarm. Do we shut the line down or run to end-of-shift?”

Standard Agent
Incomplete

Technical Detail

What This Response Missed

  • •Lost memory — no recall of identical alarms in last 90 days
  • •Entity fragmentation — Asset 4471 has 3 IDs across EAM, IoT, WO systems
  • •Missing operational context — unaware of scheduled work order
  • •Orchestration collision — EAM and IoT agents operating in isolation
Slipstream Agent
Grounded

Technical Detail

Architectural Advantages

  • ✓Cross-system entity resolution (EAM, IoT, WO)
  • ✓Alarm-pattern memory across 90-day horizon
  • ✓Scheduled-work awareness with parts and tech assignment context
  • ✓Shared coherent view across what would be three isolated agents

What just happened?

A breakdown of every failure mode the Standard Agent triggered

Failure modeStandard agentSlipstream
Entity fragmentation
•Asset 4471 exists as 3 different IDs in 3 systems — agent saw only one
✓Resolved into a unified asset record
Memory continuity
•No recall of identical alarms in last 90 days
✓Surfaced pattern history with non-progressive trend
Orchestration collision
•EAM agent and IoT agent did not share context
✓Single coherent view across EAM, IoT, and work-order systems
Missing operational context
•Did not know about scheduled WO with parts already staged
✓Pulled work-order calendar before recommending action

The standard agent said "shut down" because it was looking at one alarm in isolation. The Slipstream agent said "keep running" because it could see the pattern, the fix already scheduled for next Tuesday, and what a shutdown actually costs.

Now run this on your own environment