Customised products from materials that are never the same twice.
Numadelic Labs is researching how sensing, computer modelling and adaptive planning could let a manufacturer turn a naturally rounded Himalayan river stone into a customised product, such as a washbasin, without forcing every stone into the same shape.
Concept visualization
Where Numadelic is today
What exists
- A defined research problem and a proposed architecture for adaptive manufacturing, described on this site.
- A browser-based geometric screening demonstration that you can use on the VIVO page.
- Research programmes on the mathematics and computation of Indian Knowledge Systems, set out on the Research page.
What does not exist yet
- A working VIVO machine or production cell.
- Products for sale, orders, prices or deliveries.
- Customers, validated results or announced funding.
The idea in one picture: from river stone to washbasin
Every stone is different. The proposal is to measure each one, decide what can be made from it, and plan the machining around the stone instead of around a fixed template.
Natural stone
A river-worn stone with its own size, shape, colour and hidden variation.
Material assessment
Measure geometry and relevant material information.
Digital model
Represent the stone and its constraints in software.
Customised design
Fit the requested product to this particular stone.
Proposed machining
Plan the operations needed to make the design.
Conceptual washbasin
Natural outside, machined inside. Subject to engineering feasibility and testing.
Concept visualization These are illustrations, not photographs of real products, machines or facilities.
VIVO: adaptive manufacturing systems
VIVO is Numadelic’s flagship research programme. It investigates one connected loop of five stages, rather than five separate tools.
Sense
Acquire dimensions, surface geometry and other information about the workpiece.
Model
Build a computational representation of this workpiece and its limits.
Decide
Weigh what can be made from it against what the customer asked for.
Execute
Turn the chosen plan into operations for suitable equipment.
Adapt
Use measurements and feedback to revise the plan when things differ from expected.
Why the research matters
Many manufacturing methods work best when every workpiece is almost identical. Natural materials and customised products both break that assumption.
Variation is the starting point
Two river stones of similar size can differ in outline, internal features and how they respond to cutting. Fixed templates waste material or fail.
Customisation adds a second layer
When each customer also asks for a different product, planning has to connect the request to the specific piece of material.
Potential for higher-value use of natural materials
If adaptive methods prove reliable, they could make small-batch, one-of-a-kind products practical. This is a hypothesis to test, not a result.
Ancient mathematical ideas. Contemporary computational questions.
Numadelic also runs a research programme on mathematical and scientific ideas from Indian traditions: how they worked, how they can be reconstructed, and how they relate to modern computation.
The work covers Piṅgala’s analysis of metre and its binary-like patterns, the Meru array of binomial coefficients, Indian numerical methods, and connections with information theory and adaptive computation.
We separate historical evidence from modern interpretation, and both from new hypotheses and validated results.
How every research claim is labelled
- Historical evidence
- What a source text or artefact actually says.
- Modern interpretation
- A present-day mathematical reading of that evidence.
- Working hypothesis
- A new idea that has not yet been tested.
- Validated result
- A claim checked by proof, computation or experiment.
Development roadmap
A proposed path from research to a commercial decision. It shows what is current and what is only planned.
Research and technical requirements Current focus
Defining how much river stones vary, what a washbasin or other product needs from the material, and what has to be measured to decide.
Mathematical and software modelling Current focus
Simplified geometric models and feasibility screening, such as the demonstration on the VIVO page.
Material characterisation and design feasibility Planned
Working with laboratories to characterise real stones and to test which designs can be made from them.
Prototype development Planned
Building and testing sensing, planning and machining steps on real workpieces, starting with a single product concept.
Experimental validation Planned
Measuring whether the approach produces products that meet defined requirements, and recording where it does not.
Industrial pilot Planned
Testing the approach in partnership with a manufacturer under real production constraints.
Commercialisation assessment Planned
Deciding, on the evidence gathered, whether and how to commercialise.
Only the first two stages are described as current work. Everything else is planned and depends on funding, partners and results. Stage statuses to be confirmed by Numadelic before launch.
Partner in the development of adaptive manufacturing intelligence.
Numadelic is looking for investors, public research institutions, industrial pilot partners and academic collaborators who want to help move a carefully defined research programme toward validated prototypes.