Constrained Decoding: Architecture for Guaranteed-Valid LLM Output (2026)
How constrained decoding guarantees valid LLM output: grammars, FSAs, token masking, JSON-schema enforcement, and where structured generation breaks in production.
Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026
Why software-defined manufacturing and the virtual PLC are reshaping the plant floor in 2026: containerized control, real-time Linux, IEC 61499, and vendor moves.
NAMUR Open Architecture (NOA): A Hands-On Second-Channel Monitoring Setup (2026)
A hands-on NAMUR Open Architecture (NOA) tutorial: the second monitoring channel, verification of request, a read-only OPC UA diode, and edge analytics without touching the DCS.
IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)
IEC 61499 vs IEC 61131-3 compared: event-driven function blocks vs scan-cycle PLC logic, portability, distribution, tooling, and a decision matrix for modern control.
Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)
An Ethernet-APL reference architecture for process plants: 10BASE-T1L physical layer, power over two wires, intrinsic safety zones, switches, and OPC UA field integration.
DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
DeepSeek V4 explained: the 1.6T-parameter MoE architecture, Compressed Sparse Attention, 1M-token context, SWE-bench and reasoning benchmarks, pricing, and how to deploy it.
DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
DeepSeek V4 explained: the 1.6T-parameter MoE architecture, Compressed Sparse Attention, 1M-token context, SWE-bench and reasoning benchmarks, pricing, and how to deploy it.
In-Vivo CAR-T Cell Therapy: How Engineering T-Cells Inside the Body Works (2026)
How in-vivo CAR-T cell therapy works: engineering T-cells inside the body with lipid nanoparticles and targeted vectors, versus ex-vivo manufacturing, and the 2026 pipeline.
d-Matrix Corsair and the Rise of Dedicated AI Inference Silicon (2026 Analysis)
An analysis of d-Matrix Corsair and digital in-memory compute: why dedicated AI inference silicon is challenging GPUs on cost, latency, and energy for LLM serving in 2026.
Perpetual KYC (pKYC) Architecture: Continuous Risk Reassessment for 2026
A perpetual KYC (pKYC) reference architecture: event-driven risk reassessment, entity resolution, screening, an ML risk engine, and case management for continuous compliance.