Xeon NC / Design studiesOnshape × GPT-6 Astra

Field note / Art + manufacturing

A skull,
built from
sections.

73 plates. 146 locating slots. One recognizable form. Inside the Xeon skull study, documented in Onshape with GPT-6 Astra.

September 13, 20268 minute readDirect CAD captures
Explore the model views ↓
Xeon's steel skull design assembled from parallel plate profiles in Onshape
01 / Assembled model · Shaded with edges · CAD study
12 inSkull-height input
73Skull plates + one base
0.100 inModeled plate thickness
146Locating slots in the base
01 / From form to parts

The form appears between the plates.

From one angle, it is a skull. From another, it is a row of flat profiles. Move around it and the eye sockets, cheekbones, and jaw emerge from the changing depth of the edges.

That is the idea behind Xeon’s layered skull. A familiar organic form becomes a collection of constant-thickness parts, each positioned on a common base. The empty space is part of the design: it separates the sections while allowing the overall shape to remain legible.

We opened the saved Onshape model with GPT-6 Astra to inspect its construction, capture the views in this article, and trace the rules that connect its dimensions. The current configuration contains 73 skull plates and one base. Its skull-height input is 12 inches; each plate is 0.100 inch thick. The material property in the model is mild steel.

This is a CAD design study. The images show modeled parts, and the process below follows the saved generator. A physical build would add the evidence that CAD cannot supply: cut-edge quality, fit, handling, and stability.

02 / From form to parts

Give the shape a manufacturing language.

The saved source credits Vladimir Petkovic’s ScatteringSkull reference in the Khronos sample-asset collection, which is listed under CC0 1.0. That reference supplies the anatomical form. The plate construction is a separate engineering interpretation.

Inside the Onshape Feature Studio, the shape is stored as a symmetric bank of section profiles. The source describes 81 lateral stations per half skull. At each selected plate position, the generator chooses the nearest stored station and draws its closed outline. It then extrudes the profile to the specified stock thickness.

Look at the isolated center plate below. The broad head profile, narrow connection toward the jaw, and two legs belong to one part. Connected bridges retain material that would otherwise become separate pieces when a three-dimensional form is divided into sections. These narrow regions deserve particular attention during a cutting and handling review.

Plate P37 isolated in Onshape, showing the skull profile, narrow jaw bridge, and paired tabs
02 / Central section P37 isolated in the existing Part Studio. The two locating tabs are built into the plate outline.

The plates are modeled as straight extrusions. This construction requires no modeled bends, so the flat layout is a rearrangement of the parts rather than a bend-unfold operation. The order of those parts matters as much as their outlines.

03 / From form to parts

Let the stock set the rhythm.

Scale, stock thickness, and spacing are coupled. Keep the skull width fixed and thicker stock leaves room for fewer plates. Increase the skull size while retaining the same stock and more sections can fit across it.

The generator first calculates a plate count from the available width, thickness, and requested minimum gap. It reduces an even result to an odd number, retaining a center plate, and bounds the result between 5 and 81. It then distributes the plate centers evenly across the width. The resulting gap can therefore be slightly larger than the requested minimum.

Current Onshape configuration and calculated results
QuantityValueWhat it controls
Skull-height input12 in / 304.8 mmReference shape scale; excludes the base and stand-off
Plate thickness0.100 in / 2.54 mmExtrusion thickness and slot-width calculation
Minimum plate gap0.030 in / 0.762 mmInput used to select the plate count
Skull plate count73One center plate and 36 positions to each side
Plate-center pitch3.3838 mmCalculated uniform spacing
Actual plate gap0.8438 mmPitch minus 2.54 mm stock thickness

For this configuration, the nominal outside width across the plates is 246.1748 mm. With N plates, width W, and thickness t, the center pitch is (W − t) / (N − 1). Subtract t once more to obtain the clear gap between adjacent plates.

Read the model’s spacing rule

Change the scale. Watch the count.

Stock stays at 0.100 in and the minimum gap at 0.030 in. This calculation follows the saved feature; it does not change Onshape or the photographed 12-inch model.

73Skull plates
0.844 mmCalculated clear gap
146Base slots

At 6 inches, the same rule produces 37 plates. The visual bars indicate count only; they are not a geometric skull preview.

04 / From form to parts

The base carries the assembly logic.

A collection of profiles needs a way to become a repeatable arrangement. Each plate in this model has two locating tabs. The base uses the same calculated plate positions and tab-center data to generate two corresponding slots per plate: 146 slots for 73 plates.

Adjacent plates alternate between two tab patterns. Viewed from above, that alternation produces four staggered slot rows. It spreads the openings along the base instead of collecting every tab into the same two rows. The remaining material between openings still needs to be reviewed for the selected process and stock.

Top view of the steel base with four staggered rows of paired locating slots
03 / Shared coordinates The base derives its slots from the same positions used to place the skull plates.

The slot-clearance input is 0.006 inch total added width and length, equivalent to 0.1524 mm. With 2.54 mm stock, the modeled slot width is therefore 2.6924 mm. At the 12-inch scale, the 16 mm tab length receives a 16.1524 mm slot. The allowance is total, not 0.006 inch on each side.

That number is a design input, not a measured fit result. Actual stock thickness, cut geometry, burrs, and any finish must fit within the intended assembly allowance. A small tab-and-slot coupon made from the chosen stock would test the relationship before committing to the complete set.

The two tabs locate each plate in the base plane. Retention, resistance to lifting, and stability under handling remain separate design decisions. The pictured model does not demonstrate a tested fastening or welding method.

05 / From form to parts

Resolve the sculpture into individual parts.

Switching Layout for cutting on moves each plate onto a common horizontal plane. The same profile, thickness, and part identity are retained. The base moves into the layout as well.

The saved feature uses a spaced, six-column grid. That is useful for inspecting the collection and keeping the profiles separate. It is not an optimized nest or a machine program: sheet boundaries, material yield, lead-ins, cutting order, and machine-specific allowances are not defined by this view.

The parts list names the skull sections P01 through P73. Those names provide a starting point for an assembly map. A production package should preserve the relationship between the part identifier, its cut profile, and its position on the base. CAD names alone do not create physical marks on the cut parts.

Onshape supports exporting planar faces and sketches as DXF/DWG. Confirm the export units, scale, and complete part set against the intended configuration. The document also contains a DXF tab whose filename identifies a 6-inch skull, while the current model is set to 12 inches. A saved export should always be checked against the current design state.

All 73 skull plate profiles and the base laid flat in Onshape's six-column grid
04 / Flat layout The current 74-part set, arranged for inspection. A spaced grid rather than a production nest.
06 / From form to parts

Make the decisions inspectable.

The interesting use of AI here is the connection between design intent and an inspectable model. An organic reference supplies the shape. The saved FeatureScript supplies explicit rules for selecting sections, assigning thickness, distributing plates, creating tabs, and generating the matching base.

For this field note, GPT-6 Astra helped inspect that saved system, operate the Onshape views, and translate the source into an illustrated explanation. OpenAI describes Astra as supporting complex reasoning, coding, computer use, research, and document creation. This article documents one workflow; it does not establish a manufacturing benchmark or a build-time claim.

Onshape’s Feature Studio makes the construction logic available alongside the geometry. Open the Layered skull feature and the exposed inputs are immediately visible. Read the source and the plate-count rule, alternating tab patterns, and total slot allowance can be traced directly.

Onshape's Layered skull feature dialog showing 12-inch height, 0.1-inch stock, 0.03-inch minimum gap, and 0.006-inch slot clearance
05 / Exposed controls The photographed configuration. Cutting-layout mode was previewed for documentation, then the assembled state was restored.

That is a useful standard for AI-assisted engineering work: the result should leave behind geometry and decisions that another person can inspect. A convincing image starts the conversation. The part definitions carry it forward.

07 / From form to parts

The next proof is physical.

The skull makes a strong visual object because its construction stays visible. Every plate announces the manufacturing method. Every gap contributes to the surface. The base records where each section belongs.

Before turning this study into a cut set, the next work is concrete:

  1. Measure the selected stock and test the proposed tab-and-slot allowance on a small coupon.
  2. Review thin bridges, narrow remnants, internal openings, and accessible edges against the cutting and deburring process.
  3. Define plate order, orientation, physical identification, retention, and a handling-stability check.
  4. Export the agreed size and revision; verify units and a known dimension after import into the cutting workflow.

Those steps connect the model to material. For the broader fit problem, read Why good parts don’t fit. For export control, continue with The second order is a different engineering problem.

The skull is the object. The repeatable relationship between shape, stock, and assembly is the work.

Sources & capture notes.

The images are direct Onshape viewport captures, cropped to remove surrounding interface where appropriate and compressed for the web. They document the saved 12-inch model, isolated components, and a temporary cutting-layout preview. The source feature was inspected without rewriting it. The step sequence is an explanation of the saved construction logic, not a time-stamped record of the original modeling session.

  1. Xeon — Skull in Onshape

    Primary source for the model, exposed feature inputs, part count, and CAD captures. Document access follows its existing sharing permissions.

  2. Khronos — ScatteringSkull

    Reference model credited to Vladimir Petkovic; the asset’s README lists CC0 1.0.

  3. Onshape — Feature Studios

    How FeatureScript defines custom parametric features inside an Onshape document.

  4. Onshape — Exporting files

    Supported export routes for model parts, planar faces, and sketches.

  5. OpenAI — GPT-6 Astra

    Official model documentation supporting the description of Astra’s reasoning, coding, and computer-use capabilities.

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