Why Lithium-Ion Batteries Catch Fire: Thermal Runaway
The physics of lithium-ion thermal runaway explained — what triggers it, the chain reaction inside the cell, and how engineers actually prevent battery fires.
Context Engineering for Production LLM Agents (2026)
Context engineering patterns for production LLM agents in 2026 — retrieval, compaction, memory tiers, tool-result pruning, and what breaks at long horizons.
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.
Iceberg vs Delta vs Hudi for IIoT Lakehouse: An ADR
An architecture decision record comparing Apache Iceberg, Delta Lake, and Hudi for an IIoT lakehouse in 2026 — schema evolution, upserts, and time-series fit.
Argo Rollouts: Progressive Delivery for Edge Fleets
A 2026 tutorial on Argo Rollouts for edge fleets — canary and blue-green strategies, analysis templates, metric gates, and rollback for constrained sites.
OPC UA over TSN: Deterministic IIoT Reference Architecture
A deep reference architecture for OPC UA over TSN in 2026 — TSN scheduling, OPC UA PubSub, converged motion + data networks, and failure modes.
Aras vs Teamcenter vs Windchill: PLM Compared (2026)
An engineer's 2026 comparison of Aras Innovator, Siemens Teamcenter, and PTC Windchill — data model, customization, cloud, and total cost of ownership.
NVIDIA Omniverse for Factory Digital Twins: 2026 Analysis
What NVIDIA Omniverse and OpenUSD actually change for factory digital twins in 2026 — blueprint architecture, synthetic data, and the real adoption gaps.
Build a Digital Twin for a CNC Machine: Step-by-Step 2026 Tutorial
Step-by-step tutorial to build a working CNC machine digital twin — MTConnect ingestion, physics-informed model, dashboard, anomaly alerts.
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.