diff --git a/NOTES.md b/NOTES.md
index 8ad511c..82ea900 100644
--- a/NOTES.md
+++ b/NOTES.md
@@ -1,14 +1,56 @@
-### Rankings
+## Description
+
+## Agentic Tools
+
+- [pi](https://github.com/badlogic/pi-mono/tree/main/packages/coding-agent)
+- [opencode](https://github.com/anomalyco/opencode)
+- [claude-code](https://github.com/anthropics/claude-code)
+
+## Grading
+
+Purely opinion based, but based on 
+- One-shot performance
+- Follow up fixes
+- UI design
+
+## Rankings
+
+### Overall
+
+1. eval/pi-kimi-k2.5
+2. eval/pi-qwen-coder-next-80b
+3. eval/pi-glm4.7
+4. eval/pi-glm4.7-flash
+
+### Parameters: < 100B (Local)
 
 1. eval/pi-qwen-coder-next-80b
-    - Almost one shot
-    - Nicest UI
-    - Invalid route (first fix commit) - very simple fix
-    - Not displaying content (second fix commit) - simple fix
+    - UI: ?/10
+    - Fixes:
+        - Invalid route (first fix commit) - very simple fix
+        - Not displaying content (second fix commit) - simple fix
 2. eval/pi-glm4.7-flash
-    - FE wouldnt run on first try
-    - Had to downgrade a bunch of deps so it would run
-    - Used legacy packages
-    - UI is meh
+    - UI: ?/10
+    - Fixes:
+        - FE wouldnt run on first try
+        - Had to downgrade a bunch of deps so it would run
+        - Used legacy packages
 3. eval/pi-devstral-small-2
-    - Wouldnt run 
+    - UI: 2/10
+    - Fixes:
+        - ?
+
+### Parameters: > 100B (Hosted)
+
+1. eval/pi-kimi-k2.5
+    - UI: 9/10
+    - Fixes: 
+        - Files List
+        - Editor Scrolling
+        - Duplicate `.md`
+2. eval/pi-glm4.7
+    - UI: 7/10
+    - Fixes: 
+        - files List
+        - Markdown Styling
+        - Delete Failure