Infrastructure · Physical AI · Execution

Pratham Batra.

Building systems that make hard things scale. Operational infrastructure for physical AI — where the real world meets structure.

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Distributed Pipelines

Physical AI

Coordination Systems

Throughput at Scale

Quality Control

Incentive Design

Operations as Moat

Leverage

Distributed Pipelines

Physical AI

Coordination Systems

Throughput at Scale

Quality Control

Incentive Design

Operations as Moat

Leverage

01 Current Work

Working on infrastructure for physical AI — turning real-world labor into structured, usable data at scale.

The work is operational before it is technical. Throughput, coordination, quality control are the levers that matter before any model ever sees the data.

The domain happens to be robotics.
The underlying game is leverage.

∞ Geographies

1st Principles

0→ To Scale

02 How I Think

Operations is a moat.

Most bottlenecks are coordination failures.

Scale reveals what actually works.

Incentives drive behavior.

Throughput + quality > aesthetics.

Long-term shifts happen quietly, then all at once.

pratham@systems ~

03 Personal

Now

Building

Distributed pipelines across geographies. Standardizing workflows. Aligning incentives so output compounds instead of fragments.

Origin

India

Grew up learning that constraints breed creativity. That you build what you can't find. That execution is everything.

Always

Impact

Some people analyze systems. I prefer building them. Impact over optics, every time.

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