Episode Description

The nature of ground operations in defence has been shifting, and with it, the requirements placed on the platforms that support them. Manpower and materiel still matter, but increasingly so does the ability to automate what was once done at great human cost.India, with its extraordinary geographic variety and particular strategic situation, faces the automation question with an added layer of urgency: the terrain it must defend is among the most demanding anywhere, and platforms built for simpler geographies simply do not translate.

Legged robotics, and specifically quadruped platforms, are emerging as a credible answer to that problem. Wheeled and tracked systems work well on flatter ground but they struggle in Himalayan approaches, forested corridors, and semi-urban environments where constrained spaces demand a different kind of mobility. The same logic extends to disaster relief and counter-insurgency operations, where the ability to move through a tunnel, navigate uneven terrain, or reach a site with a potential chemical or radioactive hazard without switching platforms matters enormously. Meanwhile, the autonomy layer is advancing fast enough that a single operator can now direct a coordinated group of platforms rather than a single unit.

What makes this moment particularly interesting for India is the convergence of the intent to indigenise and genuine technical ambition. The country has historically imported these capabilities at significant cost and with limited technology transfer, leaving platforms that are owned but not truly controlled. A domestic company building the full stack from hardware, locomotion models, autonomy software, changes that calculus entirely, both for defence self-reliance and for the longer-term prospect of India becoming an exporter of these systems rather than a buyer.

In Episode 2 of our Defending India series, we visit General Autonomy and sit down with founders Farid Ahsan and Bhanu Singh to understand how they are building that stack from first principles. From the mechanical design of the leg itself to the neural fusion models that let their quadruped navigate terrain no imported platform was built to handle.