Matter 1.5 Cameras: WebRTC Streaming, Privacy Zones, and What Thread 1.4 Changes
Matter 1.5 adds cameras: live A/V over WebRTC, two-way audio, PTZ, privacy zones, local or cloud recording. Plus what Thread 1.4 changed in 2026.
Yocto on Jetson vs Ubuntu L4T: Building Production Edge AI Images with OE4T
NVIDIA now officially supports Yocto on Jetson via OE4T. How a Yocto image compares with Ubuntu L4T on footprint, reproducibility and attack surface.
LoRA vs QLoRA vs Full Fine-Tuning vs Distillation: Choosing a Method for CPU-Deployed Small Models in 2026
Which fine-tuning method for a small model you will deploy on CPU: VRAM budgets, the merge-target trap worth 14 points, and when distillation is actually worth it.
Which Small Language Models Actually Run on CPU in 2026: 11 Models Compared
Eleven small language models compared for CPU-only inference in 2026: real Q4 file sizes, official GGUF availability, licences and the memory-bandwidth ceiling.
Ambient IoT in 3GPP Release 19 vs Release 20: Battery-Free Device Architecture for 2026 and Beyond
3GPP Ambient IoT explained: Release 19 device types, backscatter and RF energy harvesting, what Release 20 adds, and where battery-free IoT actually fits.
OPC UA Companion Specifications as MCP Tools: Wiring Industrial Semantics into AI Agents (2026)
OPC UA has 400+ companion specifications of industrial semantics. How to expose them to AI agents as MCP tools and RAG corpora - architecture, pitfalls and safety.
LeRobotDataset v3.0: Chunked Parquet, MP4 Shards and Streaming for Robot Learning Data at Scale (2026)
LeRobotDataset v3.0 replaces per-episode files with chunked Parquet and MP4 shards plus streaming. What changes for robot-learning data pipelines at OXE scale.
Zephyr vs FreeRTOS vs NuttX in 2026: Choosing an RTOS for Industrial Edge Devices
Zephyr, FreeRTOS and NuttX compared for industrial edge devices in 2026: driver model, release trains, security certification, toolchain and long-term maintenance.
OpenUSD Core Specification 1.1 and v26.08: What CAD, PLM and Digital Twin Teams Decide in 2026
AOUSD began ISO certification for OpenUSD Core Spec 1.1 and moved it to GitHub; v26.08 adds Profiles, Multi-LOD and Backplates. What CAD and PLM teams must decide.
ExecuTorch 1.5 On-Device LLM Serving (2026): Batched Scheduling, Cancellation and Off-Graph KV Cache
ExecuTorch 1.5 shipped multi-method export, batched request scheduling, bounded cancellation and off-graph KV cache. What it changes for on-device LLM apps.