XOR each bit pair
: XOR(a_i, b_i) = 1 if bits differ, 0 if same
NOR all XORs
: Fires only when all XORs are 0 (all bits match)
The NOR gate acts as a "zero detector" - it fires when all its inputs are silent.
XOR Structure (each)
a b
│ │
├─┬─┤
│ │ │
▼ │ ▼
┌────┐│┌────┐
│ OR │││NAND│
└────┘│└────┘
│ │ │
└─┼─┘
▼
┌──────┐
│ AND │
└──────┘
│
▼
XOR out
Truth Table (sample)
a
b
a = b
0
0
1
0
1
0
127
127
1
127
128
0
255
255
1
255
0
0
100
100
1
Architecture
Component
Neurons
Parameters
XOR × 8
24
72
NOR
1
9
Total
25
81
Layers: 3
(XOR: 2, NOR: 1)
Comparison Family
Circuit
Condition
Implementation
LessThan
a < b
borrow_out of (a - b)
Equal
a = b
NOR of all XOR bits
GreaterThan
a > b
LessThan(b, a)
Usage
from safetensors.torch import load_file
w = load_file('model.safetensors')
defequal(a, b):
"""a, b: 8-bit lists [a0..a7] (LSB first) Returns: 1 if a == b, 0 otherwise"""# See model.py for full implementationpass# Example: 127 == 127?
a = [(127 >> i) & 1for i inrange(8)]
b = [(127 >> i) & 1for i inrange(8)]
result = equal(a, b) # Returns 1
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