thoughts & insights

writing about robotics, machine learning, and the systems that are reshaping how we build intelligent technology.

ai research
15 December 2024
5 min read

The future of AI agents in robotics

Autonomous robots are moving beyond hard-coded scripts toward agents that perceive, reason, and adapt. Explore how reinforcement learning, collective intelligence, and real-world safety constraints are reshaping the field.

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machine learning
28 November 2024
8 min read

Federated learning for distributed robotics

Training robot fleets without centralising sensitive data is no longer a research curiosity - it is an engineering requirement. A deep dive into gradient sharing, heterogeneous data, and secure aggregation across physical agents.

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computer vision
20 October 2024
6 min read

Computer vision in real-world applications

Benchmark accuracy does not survive contact with the real world. This post examines the reality gap, 6D pose estimation, motion prediction, and the sim-to-real strategies that close the distance.

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technology
15 September 2024
4 min read

Machine learning in everyday life

From the keyboard completing your sentence to the grid balancing the city's electricity, machine learning is quietly embedded in the texture of daily life - mostly invisible, often indispensable.

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