Custom Skills Training effectively requires:

1. Skills only workflow to be clearly exposed through CLI, single phase invokes skills training and evaluation for skills
2. User knobs to control the number of skill samples generated
3. User knobs to control data mixing ratios
4. Pre-computed dataset filtering to avoid regression of new skills due to generic skills in precomputed dataset