Indie Degree
← Capabilities

Transformer architecture

not yet earned

I can implement attention and a transformer block from scratch and explain what each part is for without reciting a diagram.

What this claim costs

  • 3 assessed items at tier 2 or above0 of 3 — 3 more to do, from 17 available
  • A public artifact built for this claim — transformer-from-scratchNot built yet
  • A documented negative result — where this stops workingNothing recorded. A capability with no known failure boundary has not been explored.
  • Defended aloud, against questions you did not write1 available, none done
  • Recalled cold, a week later, without notes5 scheduled, none done

The proof

transformer-from-scratch

A working implementation trained on something small, with the ablations that show which components matter.

What it has to contain

  • Attention and a full decoder implemented without reference, running end to end
  • Parameter count derived by hand and reconciled with the framework
  • Ablations of at least three modern components, measured one at a time
  • A reproduction attempt with its gap analysed and a residual left unexplained

Where it stops working. Not established yet. Anyone can ship a demo; the boundary is the part that is worth reading, so this claim is not earned until it is written down.

Skills underneath

  • Attention
  • Transformer architecture
  • Implementing a transformer from scratch

17 assessed items across the specified courses evidence these, 0 done.