Matan Abudy matanabudy

## selector_basis_adder_33p.py
"""
33-parameter hand-coded adder (1L decoder, d=3, 4h, ff=2).

Causal self-attention with RoPE-style digit routing, fixed analytic queries,
selector-basis routing for k/v/up/o projections, SiLU carry detection via MLP,
and tied embedding decode. Only learned params: embed (10x3) + final norm (3).
"""

from __future__ import annotations
	"""
	33-parameter hand-coded adder (1L decoder, d=3, 4h, ff=2).

	Causal self-attention with RoPE-style digit routing, fixed analytic queries,
	selector-basis routing for k/v/up/o projections, SiLU carry detection via MLP,
	and tied embedding decode. Only learned params: embed (10x3) + final norm (3).
	"""

	from __future__ import annotations