Materials & AIA working guide to accelerated and autonomous materials discovery: the process-structure-property paradigm, how AI compresses the search, and the self-driving labs (A-Lab, Radical AI, Periodic Labs, Medra) closing the loop between hypothesis and matter.
Code ExplainedA comprehensive technical reference for engineers, inspectors, and industry professionals: the disasters that wrote the rules, the physics that makes them work, and what comes next.
IndustryAI fits the EPC workflow wherever engineers reproduce codified knowledge or regenerate documents by hand: estimating, engineering calculations, procurement specs, and as-built control. A stage-by-stage map.
IndustryEPC is a project-delivery model where one contractor handles engineering, procurement, and construction under a single contract, usually for a fixed price. What each phase involves, and why documentation governs the whole thing.
Code ExplainedDivision 1 is design-by-rule with higher margins; Division 2 trades engineering rigor for thinner walls. Margins, classes, costs, and when each wins.
ComparisonsCOMPRESS, PV Elite, AutoPIPE Vessel, DesignCalcs, VES, NextGen, and DeepMechanix compared on price, codes, and report quality, list prices verified June 2026.
Code ExplainedThe full path from customer datasheet to stamped vessel: materials, design-by-rule calcs, AI review, fabrication hold points, hydrotest, and the U-1A dossier.
ResearchHow a century of numerical mathematics is being reimagined by deep learning, and why it changes everything for engineering.
