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IoT Systems
Embedded AI Edge Controller
Integrated ARM-based inference acceleration that cut control-loop latency by 34% while keeping thermal limits within production envelope.
The Challenge
The client required real-time edge decisions without moving to higher-cost hardware or violating enclosure thermal constraints.
The Approach
We profiled bottlenecks in the inference pipeline, re-partitioned task scheduling, and benchmarked candidate acceleration paths under worst-case load.
The Solution
An optimized ARM-targeted inference stack integrated with deterministic control-loop execution and thermal-aware operating thresholds.
Key Outcomes
- ✓34% lower control-loop latency
- ✓Thermal behavior remained within production envelope
- ✓Improved edge response without hardware cost escalation