AI analysis of weld radiographs: from dataset to inspection system
AI for weld radiography: dataset, labels, detector, rules, and an expert. Why 88 GDXray images are not a plant dataset.
Stuzhuk Lab — Chemistry of Code
Chemistry of Code
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industrial safety
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Risk-based inspection: why the calendar loses to a system loop
Field notes on RBI: asset portfolio, PoF×CoF, integrity modules, API RP docs, and academy — not a finished product guide.
Reference Architecture for an Enterprise AI Platform
A practical architecture that connects business problems, knowledge, RAG, agents, security, and observability into one enterprise AI platform.
Enterprise AI Antipatterns: Mistakes That Become Expensive
The architectural mistakes that weaken enterprise AI platforms—and how to prevent them before production rollout.
The Enterprise as a Knowledge System: Where Corporate AI Begins
Why knowledge is a strategic asset and corporate AI starts with business problems and security—not with picking an LLM.