diff --git a/.github/workflows/READMD.md b/.github/workflows/READMD.md
index f5212953..20918947 100644
--- a/.github/workflows/READMD.md
+++ b/.github/workflows/READMD.md
@@ -47,8 +47,10 @@ To speed up CI execution, we support splitting large test suites into multiple p
 The partitioning algorithm uses a Greedy Approach to achieve load balancing, aiming to make the total estimated runtime of each partition as equal as possible.
 
 1. **Read Configuration**: The script reads all non-skipped test cases and their `estimated_time` from `config.yaml`.
-2. **Sort**: Test cases are sorted by `estimated_time` in descending order.
+2. **Sort(Balanced Assignment)**: Test cases are sorted by `estimated_time` in descending order. This ensures that the heaviest tasks are distributed first to achieve optimal load balancing across partitions.
 3. **Assign**: Iterating through the sorted test cases, each case is assigned to the partition (Bucket) with the current minimum total time.
+4. **Re-sort (Fast Feedback)**: Within each partition, tests are re-sorted by `estimated_time` in ascending order. This allows the CI to cover as many test cases as possible in the early stages.
+    > TIP: If you need to prioritize a new test case, you can temporarily set its estimated_time to 0 to ensure it runs first, then update it to the actual value later.
 
 ### How to Modify Partitioning Logic
 
diff --git a/.github/workflows/_e2e_test.yaml b/.github/workflows/_e2e_test.yaml
index 8c6bc1f0..a6d16183 100644
--- a/.github/workflows/_e2e_test.yaml
+++ b/.github/workflows/_e2e_test.yaml
@@ -25,6 +25,7 @@ jobs:
     if: ${{ inputs.type == 'light' }}
     runs-on: linux-aarch64-a2b3-1
     strategy:
+      fail-fast: false
       matrix:
         part: [0]
     container:
@@ -89,6 +90,7 @@ jobs:
     if: ${{ inputs.type == 'full' }}
     runs-on: linux-aarch64-a2b3-1
     strategy:
+      fail-fast: false
       matrix:
         part: [0, 1]
     container:
@@ -153,6 +155,7 @@ jobs:
     if: ${{ inputs.type == 'light' }}
     runs-on: linux-aarch64-a3-2
     strategy:
+      fail-fast: false
       matrix:
         part: [0]
     container:
@@ -216,6 +219,7 @@ jobs:
     if: ${{ inputs.type == 'full' }}
     runs-on: linux-aarch64-a3-2
     strategy:
+      fail-fast: false
       matrix:
         part: [0]
     container:
@@ -287,6 +291,7 @@ jobs:
     if: ${{ inputs.type == 'full' }}
     runs-on: linux-aarch64-a3-4
     strategy:
+      fail-fast: false
       matrix:
         part: [0]
     container:
diff --git a/.github/workflows/scripts/run_suite.py b/.github/workflows/scripts/run_suite.py
index ae90d8f5..bbd4d6dc 100644
--- a/.github/workflows/scripts/run_suite.py
+++ b/.github/workflows/scripts/run_suite.py
@@ -74,6 +74,7 @@ def auto_partition(files, rank, size):
 
     # Return the files corresponding to the indices in the specified rank's partition
     indices = partitions[rank]
+    indices.sort(key=lambda i: files[i].estimated_time)
     return [files[i] for i in indices]
 
 
@@ -189,7 +190,7 @@ def main():
     arg_parser.add_argument(
         "--continue-on-error",
         action="store_true",
-        default=False,
+        default=True,
         help="Continue running remaining tests even if one fails (useful for nightly tests)",
     )
     args = arg_parser.parse_args()