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अनुसन्धान · Anusandhana — the inquiry

What we are still working out.

Research pages usually list what a company has solved. This one lists what it hasn't. Seven directions, with the open question in each stated plainly.

01 / 07

Motion simulation

Cueing algorithms that adapt to the individual rather than to a population average. The open question is how quickly a filter can converge on a new operator without making the first ten minutes worse.

02 / 07

Autonomous systems

Validation, not autonomy itself. Building the rigs and scenario sets that let someone else's autonomous stack be tested against the long tail before it meets it on a road.

03 / 07

Robotics

Manipulation in unstructured environments, where the part is not where the fixture says it is. Vision-guided compliance rather than tighter tolerances.

04 / 07

Artificial intelligence

Small models that run inside a deterministic control loop. The constraint is not accuracy — it is a worst-case inference time we can put in a safety case.

05 / 07

Semiconductor equipment

Sub-micron positioning under thermal drift. The mechanical problem is largely solved; the interesting part is compensating for the environment in real time.

06 / 07

Digital twins

Hybrid models — first-principles physics with a learned residual. The residual is where the value is: it is the part of the plant nobody documented.

07 / 07

Embedded hardware

Deterministic real-time firmware with measured, provable worst-case latency, on architectures that are actually procurable in India.

आरम्भ · Arambha — the beginning

Tell us what needs to move.

Most projects start with a constraint someone else called impossible — a payload, a latency budget, a tolerance. Send us yours.