0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1
[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1
θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1
1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#
$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%
{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)
λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]
1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}
~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>
<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=
Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α
1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ
&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ
/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω
√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂
1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0
)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0
-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0
π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0
1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0
]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^
α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|
σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(
#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[
}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{
μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*
0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+
%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ
>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ
Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ
0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ
^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1
=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1
Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1
0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1
|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$
*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~
∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&
0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)
(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]
+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<
Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/
0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-
[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α
θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ
1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√
$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π
{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ
λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0
1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0
~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1
<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#
Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%
1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^
&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|
/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}
√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>
1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=
)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*
-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+
π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ
1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω
]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂
α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ
σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1
#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0
}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0
μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0
0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$
%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~
>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(
Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[
0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{
^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<
=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/
Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ
0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ
|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ
*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√
∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π
0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1
(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1
+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1
Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1
0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#
[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&
θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)
1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]
$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}
{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>
λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-
1*#Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α
~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ<0μ
<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω]1*#Φ(0/0Ψ
Φ(0/0Ψ)1=1λ|σ<0μ&Σ>1θ^π{0α~∂}1+%√[0-$Ω
1+%√[0-$Ω]1*#Φ(0/0Ψ)1=1λ|σ
▸ model.forward()
attn = softmax(QKᵀ/√d)·V
h = LayerNorm(x + attn)
return MLP(h)
$ inference --stream
tokens/s ▌ 142.7
ctx ▌ 128k · temp ▌ 0.7
▌ generating…
for x in corpus:
emb = encode(x)
store(emb, meta)
✓ indexed 1.2M docs
// agent loop
plan → tool → observe
reflect → act
step 07 · ok ✓
AI Literacy · Keynote
从计算到智能理解 AI 时代的工作方式
AI 素养讲座——看懂技术变革、用好工具、守住边界
01
02
03·1-1
04·1-2
05·1-3
06·1-4
07·1-5
08·1-6
09·1-7
10·1-8
11·1-9
12·1-10
13·1-11
14·1-12
15·2-1
16·2-2
17·2-3
18·2-4
19·2-5
20·2-6
21·2-7
22·2-8
23·2-9
24·2-10
25·2-11
26·2-12
27·2-13
28·2-14
29·3-1
30·3-2
31·3-3
32·3-4
33·3-5
34·3-6
35·3-7
36·3-8
37·3-9
38·3-10
39·3-11
40·3-12
41·4-1
42·4-2
43·4-3
44·4-4
45·4-5
46·4-6
47·4-7
48·4-8
49·4-9
50·4-10
51·4-11
52·4-12
53·4-13
54·4-14
55·4-15
56·5-1
57·5-2
58·5-3
59·5-4
60·5-5
61·5-6
62·5-7
63·5-8
64·5-9
65·5-10
66·6-1
67·6-2
68·6-3
69·6-4
70·6-5
71·6-6
72·6-7
73·6-8
74·6-9
75·6-10
76·6-11
77·6-12
78·6-13
79·6-14
80·6-15
81·6-16
82·6-17
83
84