In contemporary architecture, designing a visually stunning, non-standard building envelope is only half the battle. The true test lies in the translation: how do we ensure that the mathematical precision of a parametric model survives the chaotic reality of a construction site?
This exact challenge is the driving force behind our ongoing research proposal at IAAC, titled “DIGITAL TO PHYSICAL: Computational Workflows and As-Built Accuracy in Geometrically Complex Envelopes.” As part of our study to analyze the alignment between digital intent and constructible models, we knew we needed to speak with practitioners who navigate these complexities daily.
On February 24th, we had the privilege of sitting down with a leading figure in Turkish architecture: Melike Altınışık, Founder and Principal Architect of MAA. Renowned for delivering technologically advanced and geometrically complex projects, her firm places a strong focus on computational design alongside innovative structural and façade systems.
Here is a look at the core questions we explored during our conversation, diving deep into the friction points between design, fabrication, and reality.

Unpacking the Vision and the Challenges
Before dissecting technical workflows, we wanted to understand the foundation of MAA’s approach. Designing ambitious, non-standard forms requires a specific mindset regarding technology and realization. We opened the discussion by asking:
“What brought you to where you are today in your approach to design and complex architectural production, and how did your early experiences/interests shape the way you think about form, technology, and the realization of ambitious projects?”
Moving from theory to practice, the conversation shifted to the physical constraints of building. Translating a fluid script into physical, load-bearing materials inevitably introduces friction. We asked Melike to elaborate on these hurdles:
“What are the main challenges you encounter when translating parametric or computational design intent into a buildable façade or building envelope system?”
The Workflow: From Screen to Site
A major focus of our research is evaluating the specific tools and actors involved across the lifecycle of a complex envelope. The coordination required to move a project from Rhino or Grasshopper into fabrication and finally to on-site assembly is immense. To map this process out, we posed the following:
“Could you describe the typical digitally driven design-to-construction workflow for complex geometries, and which key actors and tools are usually involved across design, fabrication, and on-site assembly stages?”
Confronting Deviations and the Role of BIM
Even with the most rigorous computational workflows, the “as-built” physical building frequently drifts from its digital twin. Identifying where these errors originate is crucial for improving future construction methods. We asked Melike to pinpoint these critical moments:
“At which stages do discrepancies between the digital model and the as-built condition most commonly occur, and what are the most frequent causes behind these deviations?”
Finally, our research positions Building Information Modeling (BIM) as a critical negotiation tool to bridge this exact gap. However, handling highly complex, non-standard geometries in BIM environments can still be notoriously difficult. We concluded the technical portion of our interview by asking for her practical assessment:
“In your experience, how effective are current BIM workflows in coordinating highly complex geometries, and what practical strategies have you found most useful to reduce discrepancies between the digital model and the as-built result?”
Looking Ahead
Our conversation with Melike Altınışık provided invaluable, ground-level insights into the realities of computational architecture. As we continue to develop our research, these expert perspectives will be instrumental in identifying practical strategies to close the gap between the digital ideal and the physical build.
We invite everyone to our podcast with Melike Altınışık. We hope you enjoy!