diff --git a/.github/instructions/.instructions.md b/.github/instructions/.instructions.md
deleted file mode 100644
index 3c7c3c2..0000000
--- a/.github/instructions/.instructions.md
+++ /dev/null
@@ -1,18 +0,0 @@
----
-applyTo: '**'
----
-# Implementation
-- When asked for a change or implementation, only work on the specific task I have given you with the most concise and elegant solution that changes as little code as possible.
-- If the requested feature has unintended side effect, let the user know before implementing.
-
-# Review
-- When reviewing, first check the code diff for potential bugs and inconsistencies. After that, check if the change would cause any bugs somewhere else in the codebase.
-
-# Code Style
-- Follow best practices to keep code clean and succinct.
-
-# General
-- You should give detailed, professional, and nicely formatted explanation.
-- Always think slowly and carefully before doing anything. Be objective.
-- If instruction is unclear or ambiguous, ask the user for clarification.
-
diff --git a/scripts/main_exp/eval/base_model.sh b/scripts/main_exp/eval/base_model.sh
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diff --git a/scripts/main_exp/eval/cd.sh b/scripts/main_exp/eval/cd.sh
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diff --git a/scripts/main_exp/eval/cd_oracle.sh b/scripts/main_exp/eval/cd_oracle.sh
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diff --git a/scripts/main_exp/eval/d2l.sh b/scripts/main_exp/eval/d2l.sh
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diff --git a/scripts/main_exp/eval/llmlingua.sh b/scripts/main_exp/eval/llmlingua.sh
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diff --git a/scripts/main_exp/eval/t2l.sh b/scripts/main_exp/eval/t2l.sh
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diff --git a/scripts/main_exp/gen_data.sh b/scripts/main_exp/gen_data.sh
old mode 100644
new mode 100755
index f2adb4f..8eced94
--- a/scripts/main_exp/gen_data.sh
+++ b/scripts/main_exp/gen_data.sh
@@ -3,7 +3,7 @@ uv run data/download_fineweb_edu.py
 
 # generate qa data
 # run from 000 to 013
-for shard_id in $(seq -f "%03g" 0 1); do
+for shard_id in $(seq -f "%03g" 0 13); do
   uv run data/generate_fw_edu_qa_v2.py --shard_pattern "${shard_id}_00000" --n_qa_pairs=5 --vllm_model=google/gemma-3-12b-it --max_length=2000 --max_model_length=2048;
   uv run data/generate_fw_edu_qa_v2_repeat.py --shard_pattern "min_0_to_2000/${shard_id}*level_0*" --n_qa_pairs=5 --vllm_model=google/gemma-3-12b-it;
 
diff --git a/scripts/main_exp/gen_data_test.sh b/scripts/main_exp/gen_data_test.sh
new file mode 100755
index 0000000..f2adb4f
--- /dev/null
+++ b/scripts/main_exp/gen_data_test.sh
@@ -0,0 +1,20 @@
+# download fineweb_edu to `data/raw_datasets/fineweb_edu
+uv run data/download_fineweb_edu.py
+
+# generate qa data
+# run from 000 to 013
+for shard_id in $(seq -f "%03g" 0 1); do
+  uv run data/generate_fw_edu_qa_v2.py --shard_pattern "${shard_id}_00000" --n_qa_pairs=5 --vllm_model=google/gemma-3-12b-it --max_length=2000 --max_model_length=2048;
+  uv run data/generate_fw_edu_qa_v2_repeat.py --shard_pattern "min_0_to_2000/${shard_id}*level_0*" --n_qa_pairs=5 --vllm_model=google/gemma-3-12b-it;
+
+  # self-generated response QA data
+  uv run data/self_generate_qa.py --vllm_model google/gemma-2-2b-it --glob_pattern "data/raw_datasets/fw_qa_v2/min_0_to_2000/${shard_id}*_level_1*" --closed_qa_prob 1.0
+done
+
+
+# val split
+uv run data/self_generate_qa.py --vllm_model google/gemma-2-2b-it --glob_pattern 'data/raw_datasets/fw_qa_v2/min_0_to_2000/*_level_0_val.parquet'
+
+# self-gen data for other ds 
+uv run data/self_generate_qa.py --vllm_model google/gemma-2-2b-it --ds_names squad_compact ropes_compact drop_compact --closed_qa_prob 1.0
+uv run data/self_generate_qa.py --vllm_model google/gemma-2-2b-it --ds_names pwc_compact --closed_qa_prob 0.0
diff --git a/scripts/main_exp/train.sh b/scripts/main_exp/train.sh
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diff --git a/scripts/niah/0-gen_data.sh b/scripts/niah/0-gen_data.sh
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diff --git a/scripts/niah/1-train.sh b/scripts/niah/1-train.sh
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diff --git a/scripts/niah/2-eval.sh b/scripts/niah/2-eval.sh
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diff --git a/src/ctx_to_lora/__init__.py b/src/ctx_to_lora/__init__.py
index 115684e..e69de29 100644
--- a/src/ctx_to_lora/__init__.py
+++ b/src/ctx_to_lora/__init__.py
@@ -1 +0,0 @@
-from . import monkey_patch as monkey_patch