diff --git a/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/README.md b/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/README.md
index 4cc99d4fa8..6abf574355 100644
--- a/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/README.md
+++ b/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/README.md
@@ -18,10 +18,6 @@ pip install tqdm tensorflow
 Install the p2p driver per [README](https://github.com/tinygrad/open-gpu-kernel-modules/blob/550.54.15-p2p/README.md)
 This is the default on production tinybox green.
 
-### tinybox_red
-Disable cwsr + increase mes timeout.
-Install the custom amdgpu driver per [README](https://github.com/nimlgen/amdgpu_ubuntu_22_04/blob/v6.1.3/readme.md)
-
 # 2. Directions
 
 ## Steps to download and verify data
diff --git a/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/dev_beam.sh b/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/dev_beam.sh
index 1cdbfe19c0..4f3a779339 100755
--- a/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/dev_beam.sh
+++ b/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/dev_beam.sh
@@ -6,7 +6,7 @@ export DEFAULT_FLOAT="HALF" SUM_DTYPE="HALF" GPUS=6 BS=96 EVAL_BS=96
 
 export FUSE_ARANGE=1 FUSE_ARANGE_UINT=0
 
-export BEAM=7 BEAM_UOPS_MAX=10000 BEAM_UPCAST_MAX=256 BEAM_LOCAL_MAX=1024 BEAM_MIN_PROGRESS=5
+export BEAM=8 BEAM_UOPS_MAX=10000 BEAM_UPCAST_MAX=256 BEAM_LOCAL_MAX=1024 BEAM_MIN_PROGRESS=5
 export IGNORE_JIT_FIRST_BEAM=1
 export BEAM_LOG_SURPASS_MAX=1
 export BASEDIR="/raid/datasets/wiki"
diff --git a/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/dev_run.sh b/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/dev_run.sh
index 9dd4745b46..baf235b107 100755
--- a/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/dev_run.sh
+++ b/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/dev_run.sh
@@ -6,7 +6,7 @@ export DEFAULT_FLOAT="HALF" SUM_DTYPE="HALF" GPUS=6 BS=96 EVAL_BS=96
 
 export FUSE_ARANGE=1 FUSE_ARANGE_UINT=0
 
-export BEAM=7 BEAM_UOPS_MAX=10000 BEAM_UPCAST_MAX=256 BEAM_LOCAL_MAX=1024 BEAM_MIN_PROGRESS=5
+export BEAM=8 BEAM_UOPS_MAX=10000 BEAM_UPCAST_MAX=256 BEAM_LOCAL_MAX=1024 BEAM_MIN_PROGRESS=5
 export IGNORE_JIT_FIRST_BEAM=1
 export BASEDIR="/raid/datasets/wiki"
 
diff --git a/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/run_and_time.sh b/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/run_and_time.sh
index 90e0323b5b..bc418250e9 100755
--- a/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/run_and_time.sh
+++ b/examples/mlperf/training_submission_v5.0/tinycorp/benchmarks/bert/implementations/tinybox_green/run_and_time.sh
@@ -7,7 +7,7 @@ export DEFAULT_FLOAT="HALF" SUM_DTYPE="HALF" GPUS=6 BS=96 EVAL_BS=96
 
 export FUSE_ARANGE=1 FUSE_ARANGE_UINT=0
 
-export BEAM=7 BEAM_UOPS_MAX=10000 BEAM_UPCAST_MAX=256 BEAM_LOCAL_MAX=1024 BEAM_MIN_PROGRESS=5
+export BEAM=8 BEAM_UOPS_MAX=10000 BEAM_UPCAST_MAX=256 BEAM_LOCAL_MAX=1024 BEAM_MIN_PROGRESS=5
 export IGNORE_JIT_FIRST_BEAM=1
 export BASEDIR="/raid/datasets/wiki"