diff --git a/implementation.md b/implementation.md
new file mode 100644
index 0000000..5fcb506
--- /dev/null
+++ b/implementation.md
@@ -0,0 +1,32 @@
+This is how this assignment lab was implemented
+thuo@Gachomba:~/cmu_workspace/spring2026/MLiP/lab3/minGPT_copy$ git log --oneline --graph --decorate
+* 799b207 (HEAD -> pull-request, main) Added coomment for logging imports Conflict has been resolved in the new merge
+* 6a62b72 (origin/main, origin/HEAD) Using README from original repo
+* 848858a Fix link formatting in README.md
+* 66ea3bb Revise branch naming convention for pull requests
+* b5757a8 Clarify pull request instructions in README
+* 681f4b4 Removed extra deliverable
+* 2b668af Updated readme
+* 37baab7 Update README.md
+*   7218bcf Merge pull request #84 from ericjang/master
+|\  
+| * 48c815b Add setup.py to allow mingpt to be used as a third-party library
+|/  
+*   cafce45 Merge pull request #83 from mishig25/patch-1
+|\  
+| * 90420ee Use XOR operator `^` for checking assertion `type_given XOR params_given`
+|/  
+*   ca74e9a Merge pull request #82 from neverix/patch-1
+|\  
+| * e461bf6 Fix README.md typo
+|/  
+*   31559f7 Merge pull request #81 from luigidisotto/callbacks-optimizer
+|\  
+| * c4c650e Add optimizer to Trainer's self for callbacks.
+|/  
+* e2065c5 use a bit more extended example that has my last name too because nice to show how it  breaks u
+p into more tokens
+* d8dd157 add a full example into the script as well
+*   59fea1b Merge pull request #78 from nat/patch-1
+|\  
+| * e9f6e3d Typos
\ No newline at end of file
diff --git a/mingpt/model.py b/mingpt/model.py
index 83ee22d..07625f6 100644
--- a/mingpt/model.py
+++ b/mingpt/model.py
@@ -8,6 +8,9 @@
 https://github.com/huggingface/transformers/blob/main/src/transformers/models/gpt2/modeling_gpt2.py
 """
 
+#  MErge conflic resolve after ammending
+
+# import logging
 import math
 
 import torch