What are some of the ideas for increasing TPS further down the line?
It seems to be a problem every crypto hits at some point.
This is true. Throughput can especially come into effect with something like a decentralised exchange. Much has been talked about and looked at on this front including sidechains, payment channels (already available on Beam), and Ghost DAG consensus.