HTM works because of the dynamics of large populations of neurons. Input into the system also involves large populations of neurons. If the input is sufficiently small, the SDR comparison properties we depend on to represent concepts breaks down. I just don’t think it will work.
Here is a good paper describing why HTM depends on these properties of SDRs requiring large populations of neurons.