Sofia Edge Node (SOF-DC1) ?? Operational

Sub-millisecond optical inspection for industrial automation.

TechVision delivers deterministic GigE Vision and CoaXPress frame processing, real-time defect classification, and encrypted HTTP/2 telemetry synchronization across distributed European manufacturing lines.

Explore Architecture Read Latency Benchmarks

NODE: SOF-EDGE-04 (techvision.tech) STATUS: ONLINE

0.81 ms

Frame Inference p99

240 fps

CoaXPress Line Rate

99.98%

Defect Recall (PCB-AOI)

TLS 1.3

H2 Telemetry Stream

POST /api/v2/telemetry-sync HTTP/2

Host: techvision.tech

Content-Type: application/x-protobuf

{"cell":"sof-aoi-04","frame_id":984210,"defect_score":0.0009,"sync":"ok"}

Engineered for high-throughput production lines

Built on zero-copy Linux DMA ring buffers and quantized TensorRT/ONNX execution graphs deployed on AMD EPYC SEV-SNP edge controllers in Sofia, Bulgaria.

01 ?? Acquisition

Deterministic Frame Capture

Direct GigE Vision and USB3 Vision kernel bypass acquisition with hardware PTP IEEE 1588 timestamp synchronization across multi-camera rigs.

02 ?? Inference

Surface & Solder Anomaly Detection

Sub-pixel segmentation models trained for micro-crack detection, SMD component placement verification, and laser weld seam profiling.

03 ?? Telemetry

Resilient Cloud Sync

Multiplexed HTTP/2 telemetry replication between factory edge gateways and South-East European regional aggregation nodes with automatic backpressure control.

Hardware & Pipeline Specifications

Reference measurements recorded on TechVision Edge Runtime 2.6 (Sofia SDC, AMD EPYC Milan-v3 SEV-SNP, Ubuntu 24.04 LTS).

Subsystem	Interface / Protocol	Throughput	99th Percentile Latency
Camera Ingestion	GenICam / GigE Vision 2.1 (Jumbo 9000)	9.4 Gbps sustained	0.18 ms
Optical Segmentation	INT8 Quantized Vision Backbone	240 frames / sec @ 2048x1536	0.81 ms
PLC Fieldbus Trigger	EtherCAT / OPC UA PubSub	4 kHz cycle	0.24 ms
Edge-to-Core Telemetry	HTTP/2 over TLS 1.3 (X25519MLKEM768)	Multiplexed stream	8.6 ms (BalkaniX / Neterra IX)