LLM Output Validation: Structured Outputs & Guardrails
A production 2026 pattern for LLM output validation: constrained decoding, JSON-schema structured outputs, guardrails, and self-repair loops that actually hold.
Asset Administration Shell Tutorial with Eclipse BaSyx
A hands-on 2026 Asset Administration Shell tutorial using Eclipse BaSyx — submodels, the digital nameplate, REST API, and connecting an AAS to a digital twin.
Order Book Imbalance Features: A Microstructure Design
A systems view of order book imbalance features in 2026 — computing OFI, queue imbalance, and microprice from L2 data, plus the engineering pitfalls.
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.
Cryo-EM Meets AI: Structure Prediction in Drug Discovery
How cryo-EM and AI structure prediction work together in 2026 drug discovery — the pipeline, what AlphaFold-class models add, and the honest limitations.
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.