diff --git a/lecture10.md b/lecture10.md
index 24aa1904..15c7c63f 100644
--- a/lecture10.md
+++ b/lecture10.md
@@ -92,7 +92,14 @@ class: smaller
# Artificial general intelligence
-XXX
+- **Artificial general intelligence** (AGI) is the intelligence of a machine that could successfully perform any intellectual task that a human being can.
+- No clear definition, but there is an agreement that AGI is required to do the following:
+ - *reason*, use strategy, solve puzzle and make judgments under uncertainty;
+ - *represent knowledge*, including commonsense knowledge;
+ - *plan*;
+ - *learn*;
+ - *communicate* in natural language;
+ - integrate all these skills towards *common goals*.
---
@@ -107,10 +114,12 @@ Irving John Good (1965):
---
-# When computers get smarter than we are
+# Superintelligence
.center[
+
+What happens when our computers get smarter than we are? Nick Bostrom
]
---
@@ -120,8 +129,8 @@ Irving John Good (1965):
Several working **hypothesis**:
- *Supervised learning*: "It works, just scale up!"
- *Unsupervised learning*: "It will work, if we only scale up!"
-- *Brain simulation*: "This will work one day, right?"
- *AIXI*: "Guys, I can write down optimal AI."
+- *Brain simulation*: "This will work one day, right?"
- *Artificial life*: "Let just do what Nature did."
Or maybe something else?
@@ -136,6 +145,15 @@ class: middle, center
---
+
+class: middle, center
+
+# Brain simulation
+
+---
+
+---
+
class: middle, center
# Artificial life
@@ -154,10 +172,12 @@ class: middle, center
---
-# Don't fear intelligent machines
+# A note of optimism
.center[
+
+Don't fear intelligent machines, work with them. Garry Kasparov
]
---