HI, I'M ANAS.
ENGINEERING COGNITIVE FLOWS.
AI Systems Engineer specialising in multi-agent workflows, vector retrieval indexes, and high-performance edge inference. Pursuing an MSc in Artificial Intelligence at Imperial College London, designing low-latency architectures for cognitive compute.
[ATTENTION_MATRIX_SIMULATOR]
examine multi-head key-query scaling alignment maps
Attention (24494)Ġis (37732)Ġall (35138)Ġyou (43545)Ġneed (39910)
Active: Syntactic / Local — Focuses on adjacent tokens and immediate local word structures.
[TEMPERATURE]τ = 1.0
[ATTENTION_FORMULA]
A(Q,K,V) =softmax(
Q Kᵀτ · √dₖ
)VAttention
is
all
you
need
Attention
85%
14%
0%
0%
0%
is
12%
75%
12%
0%
0%
all
0%
12%
75%
12%
0%
you
0%
0%
12%
75%
12%
need
0%
0%
0%
14%
85%
Y: QUERY (Q)
X: KEY (K)
X: KEY (K)
[VECTOR_AUDIT]
q_idx: --→k_idx: --
RAW DOT PROD:0.000
SCALED ALIGN:0.000
SOFTMAX WEIGHT:0.0%