§ 05Training and geometric rationalisation
The second strand is a computational design facade practice rooted not in standard BIM tools but in native 3D simulation and parametric environments that are reshaping how the building envelope is conceived and manufactured. Architecture training followed by years in high-complexity parametric design : double-curvature surfaces, asymmetric skins, NURBS surfaces discretised into manufacturable panels. Geometric rationalisation through bespoke algorithms, transforming a free-form surface into the minimum number of industrially manufacturable panel families without losing the architectural reading of the curvature, is a speciality that few practitioners master natively in the envelope industry.
§ 06File-to-factory
File-to-factory, the direct connection between 3D design data and CNC-controlled manufacturing machinery, is the thread running through this practice. A well-built parametric model generates manufacturing data directly for CNC cutting, profile machining, and workshop assembly. No re-entry. No fidelity loss between what the architect conceived and what the workshop fabricates. This capability reduces fabrication costs on geometrically complex projects and eliminates a major source of claims : the divergence between the architectural model and the fabrication data.
Geometric fidelity between the parametric model and the manufacturing data is an invariant few engineering consultancies hold. Algorithmic rationalisation of panel families, direct extraction to CNC lines and quality control through digital twin form a coherent discipline, not a sequence of juxtaposed techniques. That coherence is what saves claims at execution.
§ 07Digital twins + procedural design
Digital twins applied to fabrication and quality control, real-time simulation of tolerances and assemblies, the culture of high-performance procedural design, this technical register has been in the studio from its founding, not added as a communication layer.
§ 07·BCode-first, algorithm-driven, AI-augmented
This computational practice is the signature of the studio, not one discipline among others. Where a traditional envelope consultancy produces calculations and 2D drawings, we work code-first (the parametric model is the source of truth, not the drawing), algorithm-driven (geometric rationalisation, material optimisation, installation sequencing happen computationally before being settled by human arbitration) and AI-augmented (design assistance, risk scoring, automatic in-line quality control, anticipation of site drift). Each of the four worlds of the envelope project, architecture, engineering, fabrication, installation, is augmented simultaneously by these three levers. The full unfolding of that grid forms the computational engineering manifesto.
The studio does not pit code against the human. It frees engineers' time for the arbitrations only experienced practice can hold, by automating what should not be done twice. The parametric data preserved from the start, traceable through to the delivered piece, is what keeps a signature architect's late-stage decision tenable without sending the project back to the drawing board.
Procedural design is not an aesthetic position ; it is an engineering discipline. A parametric model that exposes its constraints, its degrees of freedom, its constructive logic, lets a complex envelope be modified at every stage without losing the chain of decisions made upstream. That traceability is what allows the architect to push their intent late in the process without the engineer or contractor losing visibility on the cost and tolerance impact.