Industrial Machine Vision Defect Detection: Edge AI 2026
A reference architecture for industrial machine vision defect detection: edge AI inference, camera-to-PLC pipelines, model training, and MLOps on the factory floor.
Does Edge AI Actually Cut Cloud Costs? A Fact-Check
Fact-checking the claim that edge AI slashes cloud bills: where the savings are real, where they hide capital and ops costs, and the break-even math for 2026.
How Neuromorphic Chips Actually Work (2026)
Neuromorphic chips compute like a brain: spikes, not clocks. How spiking neural networks, memristors, and event-driven silicon work, and why they sip power.
Lights-Out Factories in 2026: What the Data Shows
A 2026 analysis of lights-out, autonomous factories — what edge AI and digital twins actually deliver, where the hype breaks, and the realistic adoption curve.
On-Device SLM Inference: A 2026 Edge GPU Benchmark
A 2026 benchmark methodology for small language models on edge GPUs — latency, tokens/sec, memory, and cost for Phi, Gemma, and Qwen on Jetson-class hardware.
Edge MLOps Pipelines for Industrial IoT: 2026 Production Architecture
Production-grade edge MLOps pipeline for industrial IoT — training, packaging, OTA delivery, drift detection, and rollback under network constraints.
Time-Series Forecasting at the Edge: 2026 Production Patterns
Production patterns for time-series forecasting at the edge — Chronos-Bolt, TimesFM, TFT, quantization, and real-world latency budgets.
NVIDIA Jetson Thor: Humanoid Robot Compute Architecture
NVIDIA Jetson Thor architecture for humanoid robots — the compute stack, VLA model serving, real-time partitioning, power envelope, and where it fits.
Federated Learning for IoT: FedAvg, FedProx, and Privacy Architecture
Federated learning for IoT — FedAvg vs FedProx vs FedOpt aggregation, secure aggregation, differential privacy budgets, and a 2026 deployment blueprint for edge fleets.
LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM
Living benchmark — Llama 3.3 8B, Phi-4 14B, and Gemma 3 9B running on Jetson Orin AGX 64GB. Tokens/sec, time-to-first-token, memory, power. Updated quarterly.