diff --git a/README.md b/README.md
index 5936835..bf9ed72 100644
--- a/README.md
+++ b/README.md
@@ -5,10 +5,14 @@
* **[⬛ ai && ml tl; dr](deep_learning)**
* **[⬛ large language models](llms)**
* **[⬛ agents on blockchains](crypto_agents)**
-* **[⬛ on quantum computing](EBMs)** (my adaptation of openai's implicit generation and generalization in energy based models)
+* **[⬛ on quantum computing](EBMs)**
+ - my adaptation of openai's implicit generation and generalization in energy based models (EBMs)
+
+---
+
### cool resources
diff --git a/llms/README.md b/llms/README.md
index 6c90543..9a00459 100644
--- a/llms/README.md
+++ b/llms/README.md
@@ -2,9 +2,8 @@
-* **[gpt-x](gpt)**
+* **[gpt](gpt)**
* **[claude](claude)**
-* **[eliza](eliza)**
* **[deepseek](deeepsek)**
diff --git a/llms/eliza/README.md b/llms/eliza/README.md
deleted file mode 100644
index a76310b..0000000
--- a/llms/eliza/README.md
+++ /dev/null
@@ -1 +0,0 @@
-## eliza
\ No newline at end of file
diff --git a/llms/gpt/README.md b/llms/gpt/README.md
index e0733e0..73003c4 100644
--- a/llms/gpt/README.md
+++ b/llms/gpt/README.md
@@ -2,6 +2,13 @@
+
+* **[my review on gpt-5](gpt-5.md)**
+
+
+
+---
+
### cool resources
diff --git a/llms/gpt/gpt-5.md b/llms/gpt/gpt-5.md
new file mode 100644
index 0000000..3dab732
--- /dev/null
+++ b/llms/gpt/gpt-5.md
@@ -0,0 +1 @@
+## my review on gpt-5
\ No newline at end of file